{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-07-20T17:02:21.700411Z",
     "start_time": "2025-07-20T17:02:21.170611Z"
    }
   },
   "source": [
    "# plot_specific_step.py\n",
    "import json\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def plot_layer_heatmap(stats_file=\"lora_e_stats.txt\", target_step=3200):\n",
    "    # 初始化12层×6权重类型的矩阵\n",
    "    heatmap_data = np.zeros((6, 12))  # (权重类型, 层数)\n",
    "    weight_types = ['Wq', 'Wk', 'Wv', 'Wo', 'Wf1', 'Wf2']\n",
    "    # 自定义蓝色色阶 (从淡蓝到深蓝)\n",
    "    blues = LinearSegmentedColormap.from_list(\n",
    "        'custom_blues',\n",
    "        ['#0d2b52', '#1e50a2', '#4682b4', '#87ceeb', '#b0e0e6', '#f0f8ff'],\n",
    "        N=10\n",
    "    )\n",
    "    with open(stats_file, 'r') as f:\n",
    "        for line in f:\n",
    "            data = json.loads(line)\n",
    "            if data[\"step\"] == target_step:\n",
    "                for name, vals in data.items():\n",
    "                    if name != \"step\":\n",
    "                        # 解析层号和权重类型\n",
    "                        parts = name.split('.')\n",
    "                        layer = int(parts[3])  # 如\"encoder.layer.11\" -> 11\n",
    "                        if 'query_proj' in name:\n",
    "                            wt_idx = 0  # Wq\n",
    "                        elif 'key_proj' in name:\n",
    "                            wt_idx = 1  # Wk\n",
    "                        elif 'value_proj' in name:\n",
    "                            wt_idx = 2  # Wv\n",
    "                        elif 'output.dense' in name and 'attention' in name:\n",
    "                            wt_idx = 3  # Wo\n",
    "                        elif 'intermediate.dense' in name:\n",
    "                            wt_idx = 4  # Wf1\n",
    "                        elif 'output.dense' in name and not 'attention' in name:\n",
    "                            wt_idx = 5  # Wf2\n",
    "\n",
    "                        heatmap_data[wt_idx, layer] = vals[\"mean\"]\n",
    "\n",
    "    # 归一化处理\n",
    "    norm_data = (heatmap_data - heatmap_data.min()) / (heatmap_data.max() - heatmap_data.min())\n",
    "\n",
    "    # 创建热力图\n",
    "    plt.figure(figsize=(14, 6))\n",
    "    plt.imshow(norm_data, cmap=blues, aspect='auto',\n",
    "               vmin=0, vmax=1, interpolation='nearest')\n",
    "\n",
    "    # 设置坐标轴\n",
    "    plt.xticks(np.arange(12), [f'Layer {i}' for i in range(12)])\n",
    "    plt.yticks(np.arange(6), weight_types)\n",
    "\n",
    "    # 添加色标\n",
    "    cbar = plt.colorbar(ticks=np.linspace(0, 1, 11))\n",
    "    cbar.set_label('Normalized Mean Value')\n",
    "\n",
    "    # 添加单元格数值标注\n",
    "    for i in range(6):\n",
    "        for j in range(12):\n",
    "            plt.text(j, i, f\"{norm_data[i,j]:.2f}\",\n",
    "                     ha=\"center\", va=\"center\", color=\"w\" if norm_data[i,j] > 0.5 else \"k\")\n",
    "\n",
    "    plt.title(f'LoRA Singular Values at Step {target_step}')\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(f'lora_heatmap_step_{target_step}.png', dpi=2400)\n",
    "    plt.show()\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    plot_layer_heatmap(target_step=3300)  # 可修改为需要的step"
   ],
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'LinearSegmentedColormap' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mNameError\u001B[0m                                 Traceback (most recent call last)",
      "\u001B[1;32m~\\AppData\\Local\\Temp\\ipykernel_95544\\3881729515.py\u001B[0m in \u001B[0;36m<module>\u001B[1;34m\u001B[0m\n\u001B[0;32m     66\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m     67\u001B[0m \u001B[1;32mif\u001B[0m \u001B[0m__name__\u001B[0m \u001B[1;33m==\u001B[0m \u001B[1;34m\"__main__\"\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m---> 68\u001B[1;33m     \u001B[0mplot_layer_heatmap\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mtarget_step\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;36m3300\u001B[0m\u001B[1;33m)\u001B[0m  \u001B[1;31m# 可修改为需要的step\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m",
      "\u001B[1;32m~\\AppData\\Local\\Temp\\ipykernel_95544\\3881729515.py\u001B[0m in \u001B[0;36mplot_layer_heatmap\u001B[1;34m(stats_file, target_step)\u001B[0m\n\u001B[0;32m      9\u001B[0m     \u001B[0mweight_types\u001B[0m \u001B[1;33m=\u001B[0m \u001B[1;33m[\u001B[0m\u001B[1;34m'Wq'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;34m'Wk'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;34m'Wv'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;34m'Wo'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;34m'Wf1'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;34m'Wf2'\u001B[0m\u001B[1;33m]\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m     10\u001B[0m     \u001B[1;31m# 自定义蓝色色阶 (从淡蓝到深蓝)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m---> 11\u001B[1;33m     blues = LinearSegmentedColormap.from_list(\n\u001B[0m\u001B[0;32m     12\u001B[0m         \u001B[1;34m'custom_blues'\u001B[0m\u001B[1;33m,\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m     13\u001B[0m         \u001B[1;33m[\u001B[0m\u001B[1;34m'#0d2b52'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;34m'#1e50a2'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;34m'#4682b4'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;34m'#87ceeb'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;34m'#b0e0e6'\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;34m'#f0f8ff'\u001B[0m\u001B[1;33m]\u001B[0m\u001B[1;33m,\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n",
      "\u001B[1;31mNameError\u001B[0m: name 'LinearSegmentedColormap' is not defined"
     ]
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-07-10T05:08:10.665582Z",
     "start_time": "2025-07-10T05:08:09.677066Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import json\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "\n",
    "def plot_nonzero_heatmap(stats_file=\"lora_e_stats.txt\", target_step=3200):\n",
    "    # 初始化整数矩阵 (6权重类型 × 12层)\n",
    "    heatmap = np.zeros((6, 12), dtype=np.int8)\n",
    "    weight_labels = ['Wq', 'Wk', 'Wv', 'Wo', 'Wf1', 'Wf2']\n",
    "\n",
    "    # 科研论文常用Viridis色系 (5级)\n",
    "    viridis_palette = [\n",
    "        '#F0F921',  # 0 (最浅黄)\n",
    "        '#7AD151',  # 1 (浅绿)\n",
    "        '#22A884',  # 2 (青绿)\n",
    "        '#2A788E',  # 3 (蓝绿)\n",
    "        '#440154'   # 4 (最深紫)\n",
    "    ]\n",
    "    cmap = ListedColormap(viridis_palette)\n",
    "\n",
    "    # 读取数据并统计非零值\n",
    "    with open(stats_file, 'r') as f:\n",
    "        for line in f:\n",
    "            data = json.loads(line)\n",
    "            if data[\"step\"] == target_step:\n",
    "                for param_name, vals in data.items():\n",
    "                    if param_name != \"step\":\n",
    "                        # 解析层号和权重类型\n",
    "                        parts = param_name.split('.')\n",
    "                        layer = int(parts[3])\n",
    "\n",
    "                        # 严格统计非零整数 (0-4)\n",
    "                        nonzero_count = np.count_nonzero(np.array(vals[\"values\"]) > 1e-6)\n",
    "                        nonzero_count = min(max(nonzero_count, 0), 4)\n",
    "\n",
    "                        # 映射到矩阵\n",
    "                        if 'query_proj' in param_name:\n",
    "                            heatmap[0, layer] = nonzero_count\n",
    "                        elif 'key_proj' in param_name:\n",
    "                            heatmap[1, layer] = nonzero_count\n",
    "                        elif 'value_proj' in param_name:\n",
    "                            heatmap[2, layer] = nonzero_count\n",
    "                        elif 'output.dense' in param_name and 'attention' in param_name:\n",
    "                            heatmap[3, layer] = nonzero_count\n",
    "                        elif 'intermediate.dense' in param_name:\n",
    "                            heatmap[4, layer] = nonzero_count\n",
    "                        else:\n",
    "                            heatmap[5, layer] = nonzero_count\n",
    "\n",
    "    # 创建图形\n",
    "    plt.figure(figsize=(14, 6))\n",
    "    img = plt.imshow(heatmap, cmap='Blues', aspect='auto',\n",
    "                    vmin=-0.5, vmax=4.5, interpolation='none')\n",
    "\n",
    "    # 色标设置\n",
    "    cbar = plt.colorbar(img, ticks=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11])\n",
    "    cbar.set_label('Non-zero Count (0-11)', fontsize=12)\n",
    "    cbar.set_ticklabels(['0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11'])\n",
    "\n",
    "    # 坐标轴和标签\n",
    "    plt.xticks(np.arange(12), [f'Layer {i}' for i in range(12)], fontsize=10)\n",
    "    plt.yticks(np.arange(6), weight_labels, fontsize=10)\n",
    "\n",
    "    # 数值标签颜色自适应\n",
    "    for i in range(6):\n",
    "        for j in range(12):\n",
    "            plt.text(j, i, str(heatmap[i,j]),\n",
    "                    ha=\"center\", va=\"center\",\n",
    "                    color=\"white\" if heatmap[i,j] >= 3 else \"black\",\n",
    "                    fontweight='bold')\n",
    "\n",
    "    plt.title(f'LoRA Singular Values Activation (Step {target_step})', pad=20)\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(f'lora_heatmap_step_{target_step}.png', dpi=300, bbox_inches='tight')\n",
    "    plt.show()\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    plot_nonzero_heatmap(target_step=3200)"
   ],
   "id": "907cef79454eb14e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 42
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-07-29T08:29:31.354526Z",
     "start_time": "2025-07-29T08:29:27.699363Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import json\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "\n",
    "def plot_12level_heatmap(stats_file=\"lora_e_stats_12.txt\", target_step=3200):\n",
    "    # 初始化整数矩阵 (6权重类型 × 12层)\n",
    "    heatmap = np.zeros((6, 12), dtype=np.int8)\n",
    "    weight_labels = [r'$W_q$', r'$W_k$', r'$W_v$', r'$W_o$', r'$W_{f1}$', r'$W_{f2}$']\n",
    "\n",
    "    # 读取数据并统计非零值\n",
    "    with open(stats_file, 'r') as f:\n",
    "        for line in f:\n",
    "            data = json.loads(line)\n",
    "            if data[\"step\"] == target_step:\n",
    "                for param_name, vals in data.items():\n",
    "                    if param_name != \"step\":\n",
    "                        # 解析层号和权重类型\n",
    "                        parts = param_name.split('.')\n",
    "                        layer = int(parts[3])\n",
    "\n",
    "                        # 统计当前参数的非零值数量（0-11）\n",
    "                        nonzero_count = min(len([v for v in vals[\"values\"] if v > 1e-6]), 11)\n",
    "\n",
    "                        # 映射到矩阵\n",
    "                        if 'query_proj' in param_name:\n",
    "                            heatmap[0, layer] = nonzero_count\n",
    "                        elif 'key_proj' in param_name:\n",
    "                            heatmap[1, layer] = nonzero_count\n",
    "                        elif 'value_proj' in param_name:\n",
    "                            heatmap[2, layer] = nonzero_count\n",
    "                        elif 'output.dense' in param_name and 'attention' in param_name:\n",
    "                            heatmap[3, layer] = nonzero_count\n",
    "                        elif 'intermediate.dense' in param_name:\n",
    "                            heatmap[4, layer] = nonzero_count\n",
    "                        else:\n",
    "                            heatmap[5, layer] = nonzero_count\n",
    "\n",
    "    # 创建图形\n",
    "    plt.figure(figsize=(14, 6))\n",
    "    # Set AAAI research paper font settings\n",
    "    plt.rcParams['font.family'] = 'Times New Roman'\n",
    "    plt.rcParams['mathtext.fontset'] = 'stix'\n",
    "\n",
    "    img = plt.imshow(heatmap, cmap='Blues', aspect='auto',\n",
    "                    vmin=-0.5, vmax=11.5, interpolation='none')\n",
    "\n",
    "    # 色标设置（12级离散刻度）\n",
    "    cbar = plt.colorbar(img, ticks=np.linspace(0, 11, 7))  # 7 ticks from 0 to 11\n",
    "    cbar.set_label('Final Rank', fontsize=25)\n",
    "    cbar.ax.tick_params(labelsize=25)\n",
    "    cbar.set_ticklabels(['0', '2', '4', '6', '8', '10', '12'])  # Manual labels\n",
    "\n",
    "    # 坐标轴和标签\n",
    "    plt.xticks(np.arange(12), [f'{i}' for i in range(12)], fontsize=25)\n",
    "    plt.yticks(np.arange(6), weight_labels, fontsize=25)\n",
    "\n",
    "    # 数值标签颜色自适应\n",
    "    for i in range(6):\n",
    "        for j in range(12):\n",
    "            plt.text(j, i, str(heatmap[i,j]),\n",
    "                    ha=\"center\", va=\"center\",\n",
    "                    # color=\"white\" if heatmap[i,j] >= 6 else \"black\",\n",
    "                    color=\"red\",\n",
    "                    # fontweight='bold',\n",
    "                    fontsize=25)\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(f'12level_heatmap_step_{target_step}.png', dpi=700, bbox_inches='tight')\n",
    "    plt.show()\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    plot_12level_heatmap(target_step=3200)"
   ],
   "id": "209b37b21d7f3bc8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 23
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-07-29T09:22:42.379158Z",
     "start_time": "2025-07-29T09:22:40.359180Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def plot_12level_heatmap(stats_file=\"lora_e_stats_12.txt\", target_step=3200):\n",
    "    # 初始化整数矩阵 (6权重类型 × 12层)\n",
    "    heatmap = np.zeros((6, 12), dtype=np.int8)\n",
    "    weight_labels = [r'$W_q$', r'$W_k$', r'$W_v$', r'$W_o$', r'$W_{f1}$', r'$W_{f2}$']\n",
    "\n",
    "    # 读取数据并统计非零值\n",
    "    with open(stats_file, 'r') as f:\n",
    "        for line in f:\n",
    "            data = json.loads(line)\n",
    "            if data[\"step\"] == target_step:\n",
    "                for param_name, vals in data.items():\n",
    "                    if param_name != \"step\":\n",
    "                        # 解析层号和权重类型\n",
    "                        parts = param_name.split('.')\n",
    "                        layer = int(parts[3])\n",
    "\n",
    "                        # 统计当前参数的非零值数量（0-11）\n",
    "                        nonzero_count = min(len([v for v in vals[\"values\"] if v > 1e-6]), 11)\n",
    "\n",
    "                        # 映射到矩阵\n",
    "                        if 'query_proj' in param_name:\n",
    "                            heatmap[0, layer] = nonzero_count\n",
    "                        elif 'key_proj' in param_name:\n",
    "                            heatmap[1, layer] = nonzero_count\n",
    "                        elif 'value_proj' in param_name:\n",
    "                            heatmap[2, layer] = nonzero_count\n",
    "                        elif 'output.dense' in param_name and 'attention' in param_name:\n",
    "                            heatmap[3, layer] = nonzero_count\n",
    "                        elif 'intermediate.dense' in param_name:\n",
    "                            heatmap[4, layer] = nonzero_count\n",
    "                        else:\n",
    "                            heatmap[5, layer] = nonzero_count\n",
    "\n",
    "    # 创建图形\n",
    "    plt.figure(figsize=(14, 6))\n",
    "    # Set AAAI research paper font settings\n",
    "    plt.rcParams['font.family'] = 'Times New Roman'\n",
    "    plt.rcParams['mathtext.fontset'] = 'stix'\n",
    "\n",
    "    # Create grid for pcolormesh\n",
    "    x = np.arange(13)  # 12 columns need 13 boundaries\n",
    "    y = np.arange(7)   # 6 rows need 7 boundaries\n",
    "\n",
    "    # Plot with spacing between cells\n",
    "    pc = plt.pcolormesh(x, y, heatmap, cmap='Blues',\n",
    "                       vmin=-0.5, vmax=11.5,\n",
    "                       edgecolor='white',  # spacing color\n",
    "                       linewidth=1.5)      # spacing width\n",
    "\n",
    "    # Remove all borders and ticks\n",
    "    for spine in plt.gca().spines.values():\n",
    "        spine.set_visible(False)\n",
    "\n",
    "    # 色标设置（保持不变）\n",
    "    cbar = plt.colorbar(pc, ticks=np.linspace(0, 11, 7))\n",
    "    cbar.set_label('Final Rank', fontsize=30)\n",
    "    cbar.ax.tick_params(labelsize=30)\n",
    "    cbar.set_ticklabels(['0', '2', '4', '6', '8', '10', '12'])\n",
    "\n",
    "    # 坐标轴和标签（调整位置到色块中心）\n",
    "    plt.xticks(np.arange(0.5, 12.5, 1), [f'{i+1}' for i in range(12)], fontsize=30)\n",
    "    plt.yticks(np.arange(0.5, 6.5, 1), weight_labels, fontsize=30)\n",
    "\n",
    "    # 数值标签（调整位置到色块中心）\n",
    "    for i in range(6):\n",
    "        for j in range(12):\n",
    "            plt.text(j+0.5, i+0.5, str(heatmap[i,j]),\n",
    "                    ha=\"center\", va=\"center\",\n",
    "                    color=\"white\" if heatmap[i,j] >= 6 else \"black\",\n",
    "                    # color=\"red\",\n",
    "                    fontsize=30)\n",
    "\n",
    "    plt.xlabel('Layer', fontsize=30)\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(f'12level_heatmap_step_{target_step}.png', dpi=700, bbox_inches='tight')\n",
    "    plt.show()\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    plot_12level_heatmap(target_step=3200)"
   ],
   "id": "3e2d3ecc6c8fa822",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 44
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-07-22T13:11:43.543748Z",
     "start_time": "2025-07-22T13:11:42.608390Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import json\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from collections import defaultdict\n",
    "\n",
    "# 读取JSON文件\n",
    "data = []\n",
    "with open('png_files/lora_e_stats_noclamp.txt', 'r') as f:\n",
    "    for line in f:\n",
    "        data.append(json.loads(line))\n",
    "\n",
    "# 提取所有数值\n",
    "all_values = []\n",
    "value_counts = defaultdict(int)\n",
    "\n",
    "for entry in data:\n",
    "    for key, value_dict in entry.items():\n",
    "        if key != 'step' and isinstance(value_dict, dict):\n",
    "            values = value_dict['values']\n",
    "            all_values.extend(values)\n",
    "            for val in values:\n",
    "                # 对值进行分桶计数\n",
    "                rounded_val = round(val, 4)  # 保留4位小数\n",
    "                value_counts[rounded_val] += 1\n",
    "\n",
    "# 转换为numpy数组便于分析\n",
    "all_values = np.array(all_values)\n",
    "print(f\"总数据点数量: {len(all_values)}\")\n",
    "print(f\"唯一值数量: {len(value_counts)}\")\n",
    "print(f\"零值数量: {np.sum(all_values == 0)}\")\n",
    "print(f\"零值比例: {np.mean(all_values == 0)*100:.2f}%\")\n",
    "\n",
    "plt.figure(figsize=(14, 8))\n",
    "\n",
    "# 绘制完整分布（对数坐标）\n",
    "plt.hist(all_values, bins=100, alpha=0.7, color='blue', log=True)\n",
    "# plt.title('Distribution of All Values (Including Zeros, Log Scale)')\n",
    "plt.xlabel('Value', fontsize=20)\n",
    "plt.ylabel('Frequency (log scale)', fontsize=20)\n",
    "plt.grid(True, which=\"both\", ls=\"--\", alpha=0.3)\n",
    "# 设置坐标轴刻度标签大小（关键修改部分）\n",
    "plt.xticks(fontsize=18)  # 增大x轴刻度数字\n",
    "plt.yticks(fontsize=18)  # 增大y轴刻度数字\n",
    "\n",
    "# 计算零值比例\n",
    "zero_count = np.sum(all_values == 0)\n",
    "zero_percent = zero_count/len(all_values)*100\n",
    "\n",
    "# 调整箭头标注位置（关键修改）\n",
    "plt.annotate(f'{zero_percent:.1f}% zeros',\n",
    "             xy=(0, zero_count),  # 箭头指向的位置\n",
    "             xytext=(0.2*max(all_values), zero_count*0.5),  # 文本起始位置（调整到图形内部）\n",
    "             arrowprops=dict(facecolor='red', arrowstyle='->', linewidth=2),\n",
    "             fontsize=16,\n",
    "             bbox=dict(boxstyle='round', fc='white', ec='red'))\n",
    "\n",
    "plt.savefig('lora_e_stats_noclamp.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "plt.close()"
   ],
   "id": "d176651cc3a4ea84",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "总数据点数量: 28944\n",
      "唯一值数量: 2950\n",
      "零值数量: 6516\n",
      "零值比例: 22.51%\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-07-23T06:52:53.654463Z",
     "start_time": "2025-07-23T06:52:51.000699Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import json\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from collections import defaultdict\n",
    "\n",
    "def load_data(filename):\n",
    "    \"\"\"加载并处理单个数据文件\"\"\"\n",
    "    data = []\n",
    "    with open(filename, 'r') as f:\n",
    "        for line in f:\n",
    "            data.append(json.loads(line))\n",
    "\n",
    "    all_values = []\n",
    "    for entry in data:\n",
    "        for key, value_dict in entry.items():\n",
    "            if key != 'step' and isinstance(value_dict, dict):\n",
    "                all_values.extend(value_dict['values'])\n",
    "    return np.array(all_values)\n",
    "\n",
    "# 加载两个数据集\n",
    "data1 = load_data('png_files/lora_e_stats_noclamp.txt')  # 请替换为实际文件名\n",
    "data2 = load_data('png_files/lora_e_stats_22.txt')    # 请替换为实际文件名\n",
    "\n",
    "plt.figure(figsize=(14, 8))\n",
    "\n",
    "# 绘制两个直方图（设置透明度alpha=0.5）\n",
    "hist1 = plt.hist(data1, bins=100, alpha=0.3, color='blue', log=True, label='No Clamp')\n",
    "hist2 = plt.hist(data2, bins=100, alpha=0.3, color='red', log=True, label='With Clamp')\n",
    "\n",
    "# 设置坐标轴和标签\n",
    "plt.xlabel('Value', fontsize=20)\n",
    "plt.ylabel('Frequency', fontsize=20)\n",
    "plt.grid(True, which=\"both\", ls=\"--\", alpha=0.3)\n",
    "plt.xticks(fontsize=18)\n",
    "plt.yticks(fontsize=18)\n",
    "\n",
    "# 添加图例\n",
    "plt.legend(fontsize=16)\n",
    "\n",
    "# 计算并标注零值比例\n",
    "def add_zero_annotation(data, color, x_offset):\n",
    "    zero_count = np.sum(data == 0)\n",
    "    zero_percent = zero_count/len(data)*100\n",
    "    plt.annotate(f'{zero_percent:.1f}%',\n",
    "                 xy=(0, zero_count),\n",
    "                 xytext=(x_offset, zero_count*0.5),\n",
    "                 arrowprops=dict(facecolor=color, arrowstyle='->', linewidth=2),\n",
    "                 fontsize=16,\n",
    "                 bbox=dict(boxstyle='round', fc='white', ec=color))\n",
    "\n",
    "add_zero_annotation(data1, 'blue', 0.2*max(data1))\n",
    "add_zero_annotation(data2, 'red', 0.5*max(data2))\n",
    "\n",
    "plt.savefig('combined_histogram.png', dpi=700, bbox_inches='tight')\n",
    "plt.show()\n",
    "plt.close()"
   ],
   "id": "d2c2380550411085",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 26
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-07-30T11:22:09.779563Z",
     "start_time": "2025-07-30T11:22:06.168606Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 第一组数据集（XSUM）\n",
    "xsum_FT = {\n",
    "    'R1': 45.49,\n",
    "    'R2': 22.33,\n",
    "    'RL': 37.26\n",
    "}\n",
    "xsum_Ada = {\n",
    "    'R1': [43.29, None, 43.55, 44.35, 44.72],\n",
    "    'R2': [19.95, None, 20.17, 21.13, 21.46],\n",
    "    'RL': [35.04, None, 35.20, 36.13, 36.46]\n",
    "}\n",
    "xsum_LoRA = {\n",
    "    'R1': [42.81, None, 43.18, 43.40, 43.95],\n",
    "    'R2': [19.68, None, 19.89, 20.20, 20.72],\n",
    "    'RL': [34.73, None, 34.92, 35.20, 35.68]\n",
    "}\n",
    "xsum_your_Ada = {\n",
    "    'R1': [43.482],\n",
    "    'R2': [20.31],\n",
    "    'RL': [35.26]\n",
    "}\n",
    "xsum_your_DRS = {\n",
    "    'R1': [43.9902],\n",
    "    'R2': [20.73],\n",
    "    'RL': [35.79]\n",
    "}\n",
    "\n",
    "# 第二组数据集（CNN/DM）\n",
    "cnn_FT = {\n",
    "    'R1': 44.16,\n",
    "    'R2': 21.28,\n",
    "    'RL': 40.90\n",
    "}\n",
    "cnn_Ada = {\n",
    "    'R1': [43.94, None, 44.39, 44.96, 45.00],\n",
    "    'R2': [20.83, None, 21.28, 21.77, 21.89],\n",
    "    'RL': [40.96, None, 41.50, 42.09, 42.16]\n",
    "}\n",
    "cnn_LoRA = {\n",
    "    'R1': [43.68, None, 43.95, 44.72, 45.03],\n",
    "    'R2': [20.63, None, 20.91, 21.58, 21.84],\n",
    "    'RL': [40.71, None, 40.98, 41.84, 42.15]\n",
    "}\n",
    "cnn_your_Ada = {\n",
    "    'R1': [43.73], 'R2': [20.66], 'RL': [40.81]\n",
    "}\n",
    "cnn_your_DRS = {\n",
    "    'R1': [43.86], 'R2': [20.72], 'RL': [40.93]\n",
    "}\n",
    "\n",
    "# 通用参数\n",
    "x_values = [0.08, 0.16, 0.32, 0.64, 1.10]\n",
    "x_positions = range(len(x_values))\n",
    "highlight_pos = 1\n",
    "metrics = ['R1', 'R2', 'RL']\n",
    "titles = ['Rouge-1', 'Rouge-2', 'Rouge-L']\n",
    "datasets = [\n",
    "    ('XSUM', xsum_FT, xsum_Ada, xsum_LoRA, xsum_your_Ada, xsum_your_DRS),\n",
    "    ('CNN/DM', cnn_FT, cnn_Ada, cnn_LoRA, cnn_your_Ada, cnn_your_DRS)\n",
    "]\n",
    "\n",
    "# 颜色和样式定义\n",
    "colors = {\n",
    "    'FT': ('black', '--'),\n",
    "    'Ada': ('green', '-'),\n",
    "    'LoRA': ('orange', '-.'),\n",
    "    'OurAda': ('purple', None),\n",
    "    'OurDRS': ('red', None)\n",
    "}\n",
    "\n",
    "# 创建画布（2行3列）\n",
    "plt.figure(figsize=(20, 12))\n",
    "plt.subplots_adjust(wspace=0.25, hspace=0.3)  # 调整子图间距\n",
    "\n",
    "for row, (dataset_name, FT, Ada, LoRA, your_Ada, your_DRS) in enumerate(datasets):\n",
    "    for col, metric in enumerate(metrics):\n",
    "        ax = plt.subplot(2, 3, row * 3 + col + 1)\n",
    "\n",
    "        # 1. FT基准线\n",
    "        ax.axhline(y=FT[metric], color=colors['FT'][0],\n",
    "                   linestyle=colors['FT'][1], linewidth=2, label='Full FT')\n",
    "\n",
    "        # 2. 原论文Ada数据\n",
    "        valid_x = [j for j, val in enumerate(Ada[metric]) if val is not None]\n",
    "        valid_y = [val for val in Ada[metric] if val is not None]\n",
    "        ax.plot(valid_x, valid_y, label='Paper Ada', color=colors['Ada'][0],\n",
    "                linewidth=3, linestyle=colors['Ada'][1], marker='o',\n",
    "                markersize=8, markerfacecolor=colors['Ada'][0], markeredgecolor=colors['Ada'][0])\n",
    "\n",
    "        # 3. 原论文LoRA数据\n",
    "        valid_x = [j for j, val in enumerate(LoRA[metric]) if val is not None]\n",
    "        valid_y = [val for val in LoRA[metric] if val is not None]\n",
    "        ax.plot(valid_x, valid_y, label='Paper LoRA', color=colors['LoRA'][0],\n",
    "                linewidth=3, linestyle=colors['LoRA'][1], marker='s',\n",
    "                markersize=8, markerfacecolor=colors['LoRA'][0], markeredgecolor=colors['LoRA'][0])\n",
    "\n",
    "        # 4. 你的Ada结果\n",
    "        ax.scatter(highlight_pos, your_Ada[metric][0], color=colors['OurAda'][0],\n",
    "                   s=150, marker='*', zorder=5, label='Our Ada (0.16)')\n",
    "\n",
    "        # 5. 你的DRS方法\n",
    "        ax.scatter(highlight_pos, your_DRS[metric][0], color=colors['OurDRS'][0],\n",
    "                   s=150, marker='^', zorder=6, label='Our DRS (0.16)')\n",
    "\n",
    "        # 设置刻度标签\n",
    "        ax.set_xticks(x_positions)\n",
    "        ax.set_xticklabels(x_values, fontsize=12)\n",
    "        ax.tick_params(axis='y', labelsize=12)\n",
    "\n",
    "        # 添加标题和标签\n",
    "        # ax.set_title(f'{dataset_name} - {titles[col]}', fontsize=14)\n",
    "        ax.set_xlabel('#Params (% of full FT)', fontsize=12)\n",
    "        ax.set_ylabel(metric + ' Score', fontsize=12)\n",
    "\n",
    "        # 网格线和y轴范围\n",
    "        ax.grid(True, linestyle='--', alpha=0.5)\n",
    "        all_values = valid_y + your_Ada[metric] + your_DRS[metric] + [FT[metric]]\n",
    "        ax.set_ylim(min(all_values) - 0.5, max(all_values) + 0.5)\n",
    "\n",
    "        # 只在第一行第一列添加图例\n",
    "        if row == 0 and col == 0:\n",
    "            ax.legend(fontsize=10, frameon=True, loc='upper right')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig('dual_dataset_comparison.png',\n",
    "           dpi=400,\n",
    "           bbox_inches='tight',\n",
    "           facecolor='white',  # 白色背景\n",
    "           transparent=True)  # 不透明\n",
    "plt.show()"
   ],
   "id": "4faa3b81ce290db9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1200 with 6 Axes>"
      ],
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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-01T09:22:28.181379Z",
     "start_time": "2025-08-01T09:22:26.401810Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "os.makedirs('./CNN_DM', exist_ok=True)\n",
    "os.makedirs('./XSUM', exist_ok=True)\n",
    "# 第一组数据集（XSUM）\n",
    "xsum_FT = {\n",
    "    'R1': 45.49,\n",
    "    'R2': 22.33,\n",
    "    'RL': 37.26\n",
    "}\n",
    "xsum_Ada = {\n",
    "    'R1': [43.29, 43.55, 44.35, 44.72],\n",
    "    'R2': [19.95, 20.17, 21.13, 21.46],\n",
    "    'RL': [35.04, 35.20, 36.13, 36.46]\n",
    "}\n",
    "xsum_LoRA = {\n",
    "    'R1': [42.81, 43.18, 43.40, 43.95],\n",
    "    'R2': [19.68, 19.89, 20.20, 20.72],\n",
    "    'RL': [34.73, 34.92, 35.20, 35.68]\n",
    "}\n",
    "xsum_your_Ada = {\n",
    "    'R1': [43.482],\n",
    "    'R2': [20.31],\n",
    "    'RL': [35.26]\n",
    "}\n",
    "xsum_your_DRS = {\n",
    "    'R1': [43.9902],\n",
    "    'R2': [20.73],\n",
    "    'RL': [35.79]\n",
    "}\n",
    "\n",
    "# 第二组数据集（CNN/DM）\n",
    "cnn_FT = {\n",
    "    'R1': 44.16,\n",
    "    'R2': 21.28,\n",
    "    'RL': 40.90\n",
    "}\n",
    "cnn_Ada = {\n",
    "    'R1': [43.94, 44.39, 44.96, 45.00],\n",
    "    'R2': [20.83, 21.28, 21.77, 21.89],\n",
    "    'RL': [40.96, 41.50, 42.09, 42.16]\n",
    "}\n",
    "cnn_LoRA = {\n",
    "    'R1': [43.68, 43.95, 44.72, 45.03],\n",
    "    'R2': [20.63, 20.91, 21.58, 21.84],\n",
    "    'RL': [40.71, 40.98, 41.84, 42.15]\n",
    "}\n",
    "cnn_your_Ada = {\n",
    "    'R1': [43.73], 'R2': [20.66], 'RL': [40.81]\n",
    "}\n",
    "cnn_your_DRS = {\n",
    "    'R1': [43.86], 'R2': [20.72], 'RL': [40.93]\n",
    "}\n",
    "\n",
    "# 通用参数\n",
    "x_values = [0.13, 0.26, 1.10, 2.20]\n",
    "x_positions = range(len(x_values))\n",
    "# highlight_pos = 1\n",
    "metrics = ['R1', 'R2', 'RL']\n",
    "titles = ['Rouge-1', 'Rouge-2', 'Rouge-L']\n",
    "datasets = [\n",
    "    ('XSUM', xsum_FT, xsum_Ada, xsum_LoRA, xsum_your_Ada, xsum_your_DRS),\n",
    "    ('CNN_DM', cnn_FT, cnn_Ada, cnn_LoRA, cnn_your_Ada, cnn_your_DRS)\n",
    "]\n",
    "\n",
    "# 颜色和样式定义\n",
    "colors = {\n",
    "    'FT': ('black', '--'),\n",
    "    'Ada': ('green', '-'),\n",
    "    'LoRA': ('orange', '-.'),\n",
    "    'OurAda': ('purple', None),\n",
    "    'OurDRS': ('red', None)\n",
    "}\n",
    "\n",
    "# Create a single legend figure (width equivalent to 3 columns)\n",
    "plt.figure(figsize=(15, 2))\n",
    "ax = plt.gca()\n",
    "ax.axis('off')\n",
    "\n",
    "# Create proxy artists for the legend\n",
    "ft_line = plt.Line2D([], [], color='black', linestyle='--', linewidth=4, label='Full FT')\n",
    "ada_line = plt.Line2D([], [], color='green', linestyle='-', linewidth=4, marker='o', markersize=12, label='Paper Ada')\n",
    "lora_line = plt.Line2D([], [], color='orange', linestyle='-.', linewidth=4, marker='s', markersize=12, label='Paper LoRA')\n",
    "our_ada = plt.Line2D([], [], color='purple', linestyle='', marker='*', markersize=20, label='Our Ada (0.16)')\n",
    "our_drs = plt.Line2D([], [], color='red', linestyle='', marker='^', markersize=20, label='Our DRS (0.16)')\n",
    "\n",
    "plt.legend(handles=[ft_line, ada_line, lora_line, our_ada, our_drs],\n",
    "           fontsize=16,\n",
    "           frameon=True,\n",
    "           loc='center',\n",
    "           ncol=5)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('legend_only.png', dpi=400, bbox_inches='tight', facecolor='white', transparent=False)\n",
    "plt.close()\n",
    "\n",
    "# Generate individual plots\n",
    "for row, (dataset_name, FT, Ada, LoRA, your_Ada, your_DRS) in enumerate(datasets):\n",
    "    for col, metric in enumerate(metrics):\n",
    "        print(dataset_name)\n",
    "        plt.figure(figsize=(5, 5))\n",
    "        ax = plt.gca()\n",
    "\n",
    "        # 1. FT baseline\n",
    "        ax.axhline(y=FT[metric], color=colors['FT'][0],\n",
    "                  linestyle=colors['FT'][1], linewidth=4)\n",
    "\n",
    "        # 2. Original Ada data\n",
    "        valid_x = [j for j, val in enumerate(Ada[metric]) if val is not None]\n",
    "        valid_y = [val for val in Ada[metric] if val is not None]\n",
    "        ax.plot(valid_x, valid_y, color=colors['Ada'][0],\n",
    "               linewidth=4, linestyle=colors['Ada'][1], marker='o',\n",
    "               markersize=12, markerfacecolor=colors['Ada'][0], markeredgecolor=colors['Ada'][0])\n",
    "\n",
    "        # 3. Original LoRA data\n",
    "        valid_x = [j for j, val in enumerate(LoRA[metric]) if val is not None]\n",
    "        valid_y = [val for val in LoRA[metric] if val is not None]\n",
    "        ax.plot(valid_x, valid_y, color=colors['LoRA'][0],\n",
    "               linewidth=4, linestyle=colors['LoRA'][1], marker='s',\n",
    "               markersize=12, markerfacecolor=colors['LoRA'][0], markeredgecolor=colors['LoRA'][0])\n",
    "\n",
    "        if dataset_name == 'XSUM':\n",
    "            drs_pos = 2  # 对应1.10的位置\n",
    "        else:\n",
    "            drs_pos = 0  # 对应0.13的位置\n",
    "\n",
    "        # 4. Your Ada result\n",
    "        ax.scatter(drs_pos, your_Ada[metric][0], color=colors['OurAda'][0],\n",
    "                  s=200, marker='*', zorder=5)\n",
    "\n",
    "        # 5. Your DRS method\n",
    "        ax.scatter(drs_pos, your_DRS[metric][0], color=colors['OurDRS'][0],\n",
    "                  s=200, marker='^', zorder=6)\n",
    "\n",
    "        # Set ticks and labels\n",
    "        ax.set_xticks(x_positions)\n",
    "        ax.set_xticklabels(x_values, fontsize=20)\n",
    "        ax.tick_params(axis='y', labelsize=20)\n",
    "\n",
    "        # Remove title, keep only axis labels\n",
    "        ax.set_xlabel('#Params (% of full FT)', fontsize=20)\n",
    "        # ax.set_ylabel(metric + ' Score', fontsize=25)\n",
    "\n",
    "        # Grid and y-axis range\n",
    "        ax.grid(True, linestyle='--', alpha=0.5)\n",
    "        all_values = valid_y + your_Ada[metric] + your_DRS[metric] + [FT[metric]]\n",
    "        ax.set_ylim(min(all_values) - 0.5, max(all_values) + 0.5)\n",
    "\n",
    "        # Add legend only to the last plot (CNN_DM RL)\n",
    "        if dataset_name == 'CNN_DM' and metric == 'RL':\n",
    "            # Create custom legend handles\n",
    "            handles = [\n",
    "                plt.Line2D([], [], color='black', linestyle='--', linewidth=4, label='Full FT'),\n",
    "                plt.Line2D([], [], color='green', linestyle='-', marker='o', markersize=12,\n",
    "                          linewidth=4, label='Paper Ada'),\n",
    "                plt.Line2D([], [], color='orange', linestyle='-.', marker='s', markersize=12,\n",
    "                          linewidth=4, label='Paper LoRA'),\n",
    "                plt.Line2D([], [], color='purple', linestyle='', marker='*', markersize=20,\n",
    "                          label='Our Ada (0.16)'),\n",
    "                plt.Line2D([], [], color='red', linestyle='', marker='^', markersize=20,\n",
    "                          label='Our DRS (0.16)')\n",
    "            ]\n",
    "\n",
    "            # Add legend to upper left\n",
    "            ax.legend(handles=handles, loc='upper left', fontsize=12,\n",
    "                      frameon=True, framealpha=1)\n",
    "\n",
    "        plt.tight_layout()\n",
    "        plt.savefig(f'{dataset_name}/{dataset_name}_{metric}.png', dpi=400, bbox_inches='tight', facecolor='white', transparent=False)\n",
    "        plt.show()\n",
    "        plt.close()"
   ],
   "id": "61473973f1af33f4",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "XSUM\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ],
      "image/png": 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3rKwsu8+4Hel85mwqlQrx8fHubgZxE4q/clHslUsOsZf1V8OSkhKxY4C1yTRcjTGG6urqJvcuiHJQ/JWLYq9ccoi93Ql65cqV4uMHln5ee+01sfz27dvF5fZOiPHFF1+Ifxx3DiEqCAJyc3PNdh4ino/ir1wUe+WSQ+zdcgadnZ2NI0eOWC2zadMmvPHGGwCAdu3aYfr06a3RNEIIIUQW3DKXVnZ2Nm666SYMHToUEyZMQL9+/RAWFgbAeG/7xx9/xI8//iiePb///vvo1KmTO5pKCCGEuIVbJ7vct28f9u3bZ/F1X19ffPTRRzZHEXM1juOg0Whk0WGNtD6Kv3JR7JVLDrF3S4IeOHAg/vvf/2Lfvn1ISUlBQUEBSktLodfr0b59e/Tu3RujR4/GI488Ip5ZuxPP84iNjXV3M4ibUPyVi2KvXHKIvUMjibUFlZWVCAwMtGvUFksYY6ioqEBgYCB9k1Ygir9yUeyVy9mxdyQnyfoxK7kQBAGFhYXUk1OhKP7KRbFXLjnEnhI0IYQQIkOUoAkhhBAZogQtAcdx0Gq1dA9KoSj+ykWxVy45xJ46iRFCCCEuRp3EXEQQBJSWllJHEYWi+CsXxV655BB7StASMMZQWlpKA+YrFMVfuSj2yiWH2FOCJoQQQmSIEjQhhBAiQ5SgJeA4jkYSUjCKv3JR7JVLDrF362QZbQXP84iMjHR3M4ibUPyVi2KvPDqDDpszNyOtNA3VDdXwO+OHhJAEjIsbBy+VV6u2hRK0BIIgoKioCOHh4eB5uuigNBR/5aLYK0d+VT6WpSzD0pSlKKktgZpXgwMHBga9oEeobyhmDZqFmYNmoqN/x1ZpE73jJDANmk49OZWJ4q9cFHtl2JG9Az3+0wMLdy1ESW0JAEAv6KETdNALegBASW0JFu5aiB7/6YEd2TtapV2UoAkhhCjWjuwdGPPtGNTqamFgBqtlDcyAWl0txnw7plWSNCVoQgghipRflY8JqydAYAIEJm1AElPZiasnIr8q36XtowQtAcdxCAkJoZ6cCkXxVy6KvWdblrIMl3SXJCdnE4EJqNHV4ItDX7ioZUaUoCXgeR4hISHUSUShKP7KRbH3XDqDDktTltq8rG2JwAQsTVkKnUHn5JZdQe86CQRBQE5ODo3Hq1AUf+Wi2HuuzZmbxQ5hjiquKcbPmT87qUXNUYKWgDGGmpoa6smpUBR/5aLYex7GGI4WHsXiA4tbXJeKUyGtNM0JrTKPnoMmhBDi0QyCAXty9mD9qfVISk9Cdnm2U+rlOR5VDVVOqcscStCEEEI8Tp2+DlvObEFSWhI2ZmxEaW2p07chMAH+Gn+n12tCCVoCnucRERFBHUUUiuKvXBT7tqW8rhybMzZjfdp6/Hr6V9Toaly6PQMzICEkwWX1U4KWgOM4BAUFubsZxE0o/spFsZe/vMo8bEzfiPVp67E9e7s48ldrCNOGYWzcWJfVTwlaAkEQkJ2djS5dutA3aQWi+CsXxV6e0kvTsT5tPZLSknAg74DD9ag4lcOPWfEcj1mDZrl0Ag1K0BIwxtDQ0EA9ORWK4q9cFHt5EJiAlPwUJKUlYX3a+hb1nA70DsT4+PFITEjENeHXYMAXA1Crq7VrsBKe46H10mLGwBkOt0MKStCEEEJkR2fQYee5nUhKS0JSWhLyqvIcrqujf0dM7jEZkxMmY2SXkdCoNOJryVOTMebbMQAgKUnzHA+e45E8Ndnls1pRgiaEECILNQ01+O3Mb1ifth6bMjahvK7c4bp6dOiBxIREJPZMxKCOg8Bz5m9RjOoyClvu34KJqyfanDDDdOacPDUZI7uMdLhtUnHMQ6/dVFZWIjAwEBUVFQgICGhRXabBCrRaLY3Jq0AUf+Wi2LteaW0pktOTkZSehN/P/I46fZ3DdV3X6TpM7jEZiT0T7e5dnV+Vjy8OfYElB5egpLYEKk4FnuMhMAEGZkCYNgyzBs3CjIEzHDpzdiQnUYImhBDSqs6VnzNeuk5Pwp/n/rR7sgoTNa/GqC6jkJiQiIk9JiIqIKrFbdMZdPg582eklaahqqEK/hp/JIQkYGzc2BZ1CKME3YgzE7TBYMCZM2fQrVs3qFQqJ7WQtBUUf+Wi2DsHYwypxaliJ68jhUccrsvXyxe3d78diQmJGBc3Du3btXdiS69wduwdyUl0D1oiGixf2Sj+ykWxd4xBMGB/7n4xKZ+5eMbhujq064CJPSZicsJkjIkdg3Ze7ZzYUsvcHXtK0IQQQpyiXl+PbVnbsD5tPTamb0RRTZHDdXUO7Gzs5JWQiGGdh0HNKy9dKW+PCSGEOE1lfSV+zvwZSWlJ+Dnz5xZNHtE3rC8mJ0xGYkIi+kf0V3zHPErQEvA8j65du9JIQgpF8Vcuir15hdWF4vCaW89uhU7QOVQPBw43RN+AxIRETEqYhO7B3Z3cUsfJIfaUoCVSq+lPpWQUf+Wi2BudLjst3k/el7MPDI71L9aoNLgl9hZM7jEZE3tMRLhfuJNb6jzujj298yQQBAGZmZmIi4ujnpwKRPFXLiXHnjGGI4VHxDmUU4tTHa7LX+OPcfHjMLnHZNwRdwcCvOX/6KscYk8JmhBCCABAL+ix+/xuMSmfrzjvcF3h2nBM6jEJiT0TcVOXm+Ct9nZiS5WBEjQhhCjYJd0l/H7mdySlJyE5PRkXLl1wuK7uwd2RmJCIyQmTMSRqiMXhNYk0lKAJIURhLl66iE0Zm7A+bT1+O/MbanW1Dtc1MHKg2PO6V2gvxfe8diYaSUwCxhgEQQDP8/TmUyCKv3J5UuxzK3OxIW0D1qetx47sHQ7Pg6ziVBgRMwKTE4yzQ3UO7OzklsqDs2NPI4m5kF6vh0ajsV2QeCSKv3K15difKjmF9WnrkZSWhIP5Bx2ux0ftg9u63YbEhESMjx+PDr4dnNhK+XJ37ClBSyAIArKyshTZk5NQ/JWsrcVeYAIO5h0Uk3L6hXSH62rv0x7j48cjMSERt3a7FVqN1oktlT85xJ4SNCGEtGENhgbsyN6BpLQkbEjfgPyqfIfrigqIwuQexkvXI2JGtGj2JtJylKAJIaSNqW6oxq+nf8X6tPXYnLEZFfUVDtfVK7SXOIfywMiBbf5euyehBC0RDfWnbBR/5ZJL7EtqSrAxfSOS0pOw5cwW1BvqHa5rSNQQMSnHd4h3Yis9i7tjT724CSFEprIuZonDa+7J2QOBOTb9oZpX4+auNyMxIRETe0xER/+OTm4psYV6cbsIYww1NTXQarV0+UeBKP7K1dqxZ4zh76K/xaR8rOiYw3VpvbQYGzcWkxMmY2zcWAT5BDmvoQogh+OeErQEgiAgNze3zfTkJM5F8Veu1oi9QTBgb85esed1VnmWw3WF+oZiYo+JmJwwGbfE3gIftY8TW6oscjjuKUETQkgrq9PXYevZrVifth4b0zeipLbE4bq6BHVBYkIiEhMScUP0DVDx9CXSU1CCJoSQVlBRV4HNmZuRlJaEX07/guqGaofr6hfeTxzz+prwa+jWi4eiBC0Bx3HQaDR0ECgUxV95dAYdNmduxqmSU8gtzkVUSRR6hvbEuLhxdj0bXFBVgA3pG5CUloRtWdugE3QOtYfneNzY+UbxGeWu7bs6VA+RTg7HPfXiJoSQy/Kr8rEsZRmWpixFSW0J1LwaHDgwMOgFPUJ9QzFr0CzMHDTTYk/ojAsZYiev/bn7HW6Lt8obY7qNweQekzGhxwSEacMcrou4nyM5iRK0BIwxVFRUIDAwkM6iFIjirww7sndgwuoJuKS7ZHUiCRWnQjuvdkiemoxRXUaBMYZDBYfEOZRPlpx0uA2B3oEYFz8OiQmJuK3bbfD39ne4LtIyzj7u6TErFxEEAYWFhfD396devApE8fd8O7J3YMy3YyAwweazxgZmQK2uFrd8cwsmxE9ASkEKcitzHd52pF8kJvWYhMSeiRjVZRQ0qrY5MYenkcNxTwmaEKJo+VX5mLB6gqTkbGIql5Se5NA24zvEi528rut0HXhOHqOVEXmhBE0IUbRlKctwSXfJ4VG6pBrccTAmJ0xGYkIiEkIS6HYJsYkStAQcx9EoUgpG8fdcOoMOS1OWWr3n7CgVp8KoLqPE4TWjA6Odvg3iOnI47ilBS8DzPKKj6eBSKoq/59qcublFg4RcrZ26HW7vfjsSExIxLn4cgtsFO61u0rrkcNxTgpZAEASUlZUhODjY7bObkNZH8fdcaaVpUPNq6AV9i+oZGDkQc0fMxZhuY+Dr5euk1hF3ksNxT582EjDGUFpaCg99Io3YQPH3XNUN1eDQskuYXrwXbu9+OyYlTKLk7EHkcNxTgiaEKJa3yrvFZ88CE+CvoeeVifNRgiaEKNLBvIP44tAXYGjZGZKBGZAQkuCkVhFyBSVoCTiOo1GkFIzi71kaDA2Yt30ehn41FLlVjg8wYhKmDcPYuLFOaBmREzkc99RJTAKe5xEZGenuZhA3ofh7juNFxzEtaRqOFB5xSn08x2PWoFl2TaBB2gY5HPd0Bi2BIAgoKCiAILh2IAMiTxT/ts8gGPDO7ncw6MtBTk3OWi8tZgyc4ZT6iLzI4binBC2BadB06sWrTBT/ti3jQgZuXHEj/r3132gwNFgtK3XITZ7jwXM8kqcmW5zVirRtcjjuKUETQjySwAQsPrAY/T/vb3XaRzWvxuujXseW+7ZA66WFirM+MYLpzPmP+//AyC4jnd1sQkR0D5oQ4nHOlZ/D9A3TsT17u9VyvUN745vEbzAgcgAAIO3JNHxx6AssObgEJbUlUHEqcT5oAzMgTBuGWYNmYcbAGXTmTFyO5oOWQA4jyhD3ofi3HYwxfH3kazz727OoaqiyWI7neLxwwwt4fdTr8FZ7N3tdZ9Dh58yfcarkFIorihEWGIaeoT0xNm4sdQhTCGcf947kJErQhBCPUFBVgEeTH8XmzM1Wy3UP7o5Vk1fhhugbWqllhDiWk+h0QAJBEJCTk0O9eBWK4i9vjDGsSV2D3kt620zOTw5+EkdnHpWcnCn2yiWH2NM9aAkYY6ipqaFevApF8Zev0tpSPL75cfxw8ger5ToHdsbXE7/G6NjRdtVPsVcuOcSeEjQhpE3amL4RjyY/iuKaYqvlHur/ED687UME+gS2UssIcQ5K0ISQNqWirgL/+u1fWHl0pdVyEX4R+HLClxgfP751GkaIk1GCloDneURERFAPXoWi+MvHH2f/wPQN05FbaX0M7bt7343Pxn6GDr4dWrQ9ir1yySH2lKAl4DgOQUFB7m4GcROKv/vVNNRgzpY5WJKyxGq54HbBWDJ2Ce7uc7dTtkuxVy45xJ6+FkogCALOnj1LPTkViuLvXnvO70G/z/vZTM7j48fjxOMnnJacAYq9kskh9nQGLQFjDA0NDdSTU6Eo/u5Rp6/DvO3z8P7e963O2RzgHYBPbv8E0/pNc/rUgBR75ZJD7ClBE0Jk51D+ITyQ9ABOlpy0Wm5019H4etLX6BzYuZVaRkjroQRNCJENnUGHhbsWYsGfC2BgBovlfL188e4t72LW4FmSZ6AipK2hBC0Bz/OIioqinpwKRfFvHanFqZiWNA2HCw5bLXdD9A1YOWkl4jrEubxNFHvlkkPsKUFLwHEc/Pz83N0M4iYUf9cyCAZ8sO8DzN0+1+p8zRqVBgtuWoDnhj4HFW99SkhnodgrlxxiT18LJTAYDMjIyIDBYPmSG/FcFH/XOV12GiNWjsCLf7xoNTkPiByAwzMO44VhL7RacgYo9komh9jTGbRE9JiFslH8nUtgApYeXIo5f8xBra7WYjkVp8KrI17FK8Nfcds0jxR75XJ37ClBE0Ja1fmK83how0PYmrXVarleob3wzeRvMLDjwFZqGSHyQgmaENIqGGNYeXQl/vXbv1BZX2mxHAcOz9/wPN646Q34qH1asYWEyAslaAl4nkfXrl2pJ6dCUfxbrrC6EDOSZyA5I9lquW7tu2HV5FUY1nlYK7XMOoq9cskh9k7f8osvvgiO48SfHTt22LV+bW0tYmNjxfW7dOni7CY6RK2m7zJKRvF33LoT69B7SW+byfnxQY/j2GPHZJOcTdSq1uuURuTF3ce9UxP00aNH8eGHH7aojnnz5iErK8tJLXIOQRCQmZnp9g4DxD0o/o65UHsB//zxn7j7x7tRdqnMYrmogCj8ft/v+GzcZ9BqtK3YQtuEI0dg6NIFwpEj7m4KaWVyOO6dlqAFQcCMGTOg1+sRFhbmUB1HjhzBxx9/DB8fH/j7+zuraYSQVrYpYxP6LO2DtSfWWi33YP8HkTorFWO6jWmlltmHf+01aPLywM+f7+6mEAVyWoL+9NNPcfDgQSQkJODhhx+2e32DwYBHH30UBoMBL7/8MoKDg53VNEJIK6moq8DDGx7GhNUTUFhdaLFcuDYcG/65ASsmrUCgT2ArttAOR46A27QJAMAlJwN0Fk1amVMS9Pnz5zF37lwAwOeffw6NRmN3HZ988gkOHTqEHj164MUXX3RGswghrWjr2a245vNr8PXRr62Wm9JrClIfT8XEHhNbqWUOeu01sMv3IJlaDdBZNGllTknQTzzxBKqrqzFt2jSMHDnS7vXPnTuHefPmAXA8wbsSz/OIi4ujnpwKRfG3rqahBk/9/BRu+fYWnK84b7FccLtgrLlrDdZNWYcQ35BWbKEDjhwBkpPB6fUAYPx340Y6i1YQORz3Le6itm7dOmzatAnBwcF4//33Harj8ccfR01NDe6//36MGjWqpU1yCb1eL7svDqT1UPzN25uzF9OSpuF02Wmr5cbFjcOXE75EpH9kK7WshV57DVCrgcsJGoDx//PnAxs2uK1ZxMlqzgP1peZfYwwGnQ68lxdgaZ5x7xBA67qpTluUoMvLy/HMM88AAN555x2EhNj/rXjNmjX4+eef0b59e3zwwQctaY7LCIKArKwsxMXFQUWPXCgOxb+5On0dXtv+Gt7f9z4EZrmXq7/GHx/f/jGm958OztKHnNxcPntupvFZ9LXXtn67iHPVnAeSewBCndmXOQA2v5LzPsCEdJcl6RYl6Dlz5qCwsBDDhg1zqGPYxYsX8a9//QsA8PbbbyM0NLQlzSGEtILDBYfxwPoHcKLkhNVyN3W5CSsmrUBMUEwrtcxJzJ09m9BZtOeoL7WYnCUT6oz1yC1B79q1C8uXL4darcbnn3/u0LfjF154AUVFRRg6dCgeffRRR5sCAKivr0d9fb34/8pK41CCBoNBnI2E4zjwPA9BEMAYE8taWs7zPDiOgyAIEARBrMe0/OpZTkz3Kq5+bs7ScpVKBcZYk+WmtlhaLrXtUvbJ3HLaJ/MD5DPGmtTT1vfJkTjV6+qxaPciLNy9EHrBTPK6rJ26Hd655R3MGjQLHLhmx42c9qlZPI4eBW/u7Nnk8lm0ISUFuPbatrFPHvDec8k+GQxwxvUww+V6bO2TI7NiOZSgGxoaMGPGDDDG8Oyzz6JPnz521/Hnn3/i66+/blGCb2zRokV4/fXXmy0/c+aMOKdnYGAgIiMjUVRUhIqKCrFMSEgIQkJCkJeXh5qaGnF5REQEgoKCcP78eVy8eBGnT58WJ/H28/PDmTNnmgSka9euUKvVyMzMbNKGuLg46PX6JgOw8DyP+Ph41NTUIDc3V1yu0WgQGxuLiooKFBZeeUxFq9UiOjoaZWVlKC29cs/E0X3Kzs5GQ8OV6f1onyzvU7du3WAwGMT4e8I+2RunKp8q3PPDPThWcgzW9OvQD8tuX4bru1+PnJwcWe+TuTh1eekl+Fg6e76MqVSonTMHeUuWtIl9auvvPVftk3fteXRFy+Xm5iImdLDNfaqurra7bo41/poh0fz58/H666+jc+fOOHnyJLRardnXAWD79u3NOn7V19ejX79+SE9Px+zZs812LuvSpQvOnTuHmJgYZGdn22yTuTNoU2ADAgIA0DdJ2ifaJ3v3ySAY8Mlfn2Du9rmoN9TDEo1Kg/kj52P2kNlQq9Sy3qfGy5u05cgRqAYPtriPVzMcPAh+4EB575MDy2UfJ2ftU9lhqLZch5YyjPkLqtDBNvepsrISwcHBqKioEHOSLXafQaelpWHRokUAgMWLFzdLzlIsXLgQ6enpiI6ONnvW6whvb294e3s3W65SqZp17LHUbd7Sco7jUFtbC61W2+RM31KHIXuWcxxn13J7227vctqn5ssZY6ipqWkWf6Dt7hNgO06ny07jwaQHsSdnj9k6TfpH9Mc3k79B3/C+ktou2/feG29Yvvd8NbUaqjffFO9Fy3afXLDcY/bJSR0+Te21tU+OdDC1O0F/9NFHaGhoQGxsLGpra7FmzZpmZVJTU8Xft23bJl6ymDBhArRaLd555x0AwC233IJkC/d7TJcnampqxG2EhYXh5ptvtrfJLSYIAnJzc6kXr0IpLf6MMXye8jme3/I8anW1FsupOBVeHv4yXh3xKjSqNv4ImqWe25ZQj27SCuxO0KbLyGfPnsXUqVNtln/zzTfF37OysqDVasV7ACtWrMCKFSusrl9aWipuZ+TIkW5J0IQoRU5FDh7e+DC2nN1itVzPkJ5YNXkVBneSfklY1qz13LaEenQTF6OhkQghYIxh1dFV6LO0j9XkzIHD7KGzcWjGIc9JzqazZ3uSM9D0LJoQF7A7Qa9cuRKMMas/r732mlh++/bt4nLT3M621meMISbG+OxkTEyMuMzeuaWdheM4aDSatjPQAnEqT49/UXUREtcm4sEND6KyvtJiudj2sdj54E68f+v7aOfVrhVb6GKms2dH0BjdxIXoDFoCnucRGxtrseMB8WyeHP8fT/6I3kt6Y0O69cu0jw18DMceO4bhMcNbqWWtxNGzZxM6iyYu5HmfOC7AGEN5eXmTbvtEOTwx/mWXynDP/+7BlB+m4MKlCxbLdfLvhF/v/RVLxy+Fn8avFVvYSlpy9mxCZ9HyZmjhaGFuRAlaAkEQUFhYaHaEKeL5PC3+mzM2o8+SPlidutpquQf6PYDUx1NxW/fbWqllraylZ88mdBYtT9VngYNPAEmdgfoyd7fGIZSgCVGIyvpKPLLxEYxfPR4F1QUWy4Vpw7D+7vVYNXkVgnyCWq+Bre211yzPUmQvjqOzaLm4eAzYcw+QHAdkLgHqS4z/tkEtnm7SnPnz52N+C9+sUkYPI4RIsz1rO6ZvmI5zFeeslrur511YOm4pQrUKmLgmPR1w1m0LxoC0NOfURezHGFD8J3DybaDg1+avp38CJDwHqH1bv20t4JIE7Wk4jjM7ihRRhrYc/1pdLV764yV8+tenVssF+QThs7GfYWqfqW1yPx1y6hRg47aFIAjIy8tDp06dbHcS9MBOhLLHBCAvGTjxNnBhv+Vy9aXA2RVA/BOt1zYnoAQtAc/ziI6OdncziJu01fjvy9mHaUnTkFmWabXcHd3vwPKJy9HRv2MrtUwmeN5mUuUBRHd1xpQKxKkMDcC574GT7wKVp6Stk/YhEDcL4C7H3DvEOJ9zS6ac5H2M9bgIJWgJBEFAWVkZgoODPfJRG2JdW4t/vb4e83fMx7t734XALJ8h+mn88NFtH+Hhax9Wzlmzndpa7D2erho4sxxI+wCozbVdHgB4L6DL/UDPF64kZ8A4h/OEdOPZtRmCIKCisgKBAYGWY+8d4rK5oAFK0JIwxlBaWor27du7uynEDdpS/I8UHMG0pGk4XnzcarlRXUZhxaQV6BLUpXUa1ka1pdh7tLpSIGOx8afhorR11Fqg+2NAwr8A3yjzZbSdLSZYZjCgqDQTAe3jnDaxhr0oQRPiAfSCHot2LcIbf74BvWD5sSEftQ/eHv02nrr+KfAcnRESmas5B5z6wHjWbLgkbR3vEKDHM0Dc44B3sGvb52KUoAlp406VnMK0pGk4mH/QarnrO12PVZNXoUdIj1ZqGSEOKk813l8+9z3ADLbLA4A2Bkh4Huj2UJvrrW0JJWgJOI5DYGAg3adTKLnGX2ACPt7/MV7e+jLqDfUWy3nxXnh91Ot4YdgLUPN0yNtDrrH3WCV7jD2y8zdJXyewD9Dr30DMP4z3m51EDrGno1UCnucRGRnp7mYQN5Fj/M9ePIvpG6bjz3N/Wi3XL7wfvkn8BteEX9NKLfMscoy9x2EMyP/Z+AxzyW7p64UONybmjnc4b8CZRuQQe0rQEgiCgKKiIoSHh1NPTgWSU/wZY/ji0BeY/fts1OhqLJbjOR4v3fgS5o2cB41K04ot9Cxyir3HEXTAubXAyXeAilTp63WaAPR6EQgd5rq2QR6xpwQtAWMMFRUVCAsLc3dTiBvIJf65lbl4eOPD+P3M71bL9ejQA6smr8L1Ude3Uss8l1xi71H0tcCZr4yPStVYH9lOxKmBLvcYH5UK6uPa9l0mh9hTgiZE5hhj+O/f/8VTvzyFivoKi+U4cPjXkH9h4c0LPWu+ZuIZ6suAjM+AjE8tPnvcjMoX6PYI0PM5YycwhaEETYiMFdcUY+ammUhKS7JarktQF6yctBIju4xsnYYRItWlAuDU+8DpZYDe8m2ZJjTBQPxTQPyTgI/rRuqSO0rQEnAch5CQEOrJqVDuiv9Pp37CzE0zUVpr/Wxj5sCZeG/Me/D39m+llikHHftOUJ1tHGZTCt8oIGG28azZy73zj8sh9pSgJeB5HiEhyv0Wp3StHf+Lly7iqV+ewnfHv7NarqN/R3w18Svc3v32VmqZ8tCx7wShQ4GwEcbZpiwJ6Gns+BUzFZBJp0Y5xJ66JUogCAJycnIg2Jj5hnim1oz/L5m/oM/SPjaT833X3IfUWamUnF2Mjn0n6fmi+eUdhgAjkoBxqUDsNNkkZ0AesaczaAkYY6ipqQFz1tyxpE1pjfhX1Vdh9u+z8eXhL62WC/UNxefjP8edPe90WVvIFXTs2yDojZNW+HWxXq7jHUBQX6D88hjxkXcAvf9tfJZZprcP5BB7StCEuNmO7B2YvmE6ssuzrZZLTEjE5+M/R5iWHvkhbqa/BGStBE6+B6jbAWOPN50p6mocB/R6GcjbaLyU3b5fqzW1LaMETYibXNJdwktbX8InBz6xWi7QOxD/Gfsf3Nv3XuqsRNyroRzIXAqkfwzUFV9ZnrcJiJpofd0u/zT+EMkoQUvA8zwiIiJoJCGFckX8D+QewLSkaUi/kG613G3dbsPyicsRFWBhujziUnTsXyUvGTj2cvPlJ982jvDlQV8g5RB7etdJwHEcgoKC6OxFoZwZ/wZDA17Z+gpu+PoGq8lZ66XFsvHL8Mu9v1BydiM69q8S80/A18z8yaX77BtHuw2QQ+wpQUsgCALOnj1LPTkVylnxP1Z4DIO/HIy3dr8FgVmua0TMCPw962/MGDiDEoOb0bF/Fd4L6Pm8+deyvm3dtriYHGJPCVoCxhgaGhqoJ6dCtTT+ekGPhX8uxOAvB+Pvor8tlvNWeePDWz/E9mnbEds+1tHmEidS1LHPGKCrtF2u28OAd6Png4MHATf+CAxe6rq2uYEcYk/3oAlxobTSNExLmoa/8v6yWm5wx8FYNXkVeob2bKWWEXKZYABy1xvvI7frCIzcaL282heIfxoo2WXskR1+s0fde5YTStCEuIDABHx64FO8tPUl1OnrLJbz4r3w2sjX8OKNL0LN0+FIWpGh3nhZ+tS7QFXm5YWHgPJU2zNG9XnF+mNVxCnoE0ECnucRFRVFPTkVyt74Z13MwvQN07Hz3E6r5fqG9cU3id+gf0R/J7SSuIJHHvu6SiBzGZD+kXEii6udfBe44RvrdSggOcsh9pSgJeA4Dn5+7h24nbiP1PgzxrD88HI89/tzqG6otliO53j8e9i/MW/kPHirvZ3ZVOJkHnXsXyoC0j8BMpcAOsvTluLc90C/NxU5vWNjcoi9538NcgKDwYCMjAwYDAZ3N4W4gZT451XmYez3YzFj0wyryTm+Qzz2PrQXC0cvpOTcBnjEsV99Fjj4OLAhBji5yHpyBgBmADKWtE7bZEwOsaczaInoMQvl0Rl02Jy5GSeLT+J80Xl0LuyMXmG9MC5uHLxUXgCMZ83fH/8eT/7yJMrryq3W98z1z+Ct0W/B18u3FVpPnKXNHvsXjwIn3wHOrwOsPNbXhF8s0HOOceIK4vbYU4Im5Cr5VflYlrIMS1OWoqS2BGru8mFyCtAzPUJ9QzFr0Cz8X6//w/yd8/HTqZ+s1hcTGIMVk1bgpq43tULriaIxZpzW8eTbQMGv0tdrf62xR3b0XQB1VpQNigQhjezI3oEJqyfgku4SDMx4aUvP9E3KlNSWYMGuBXjjzzds1vfogEfx/q3vI8A7wCXtJQSA8Qw5d6MxMV84IH298JuAXv8GIsbQo1IyRAlaAp7n0bVrV8/qyUma2ZG9A2O+HQOBCVZH+gJg8/VIv0gsn7gcY+PGOrOJpJXJ/tg3NADZ3xkflapMk7gSB0RNNp4xh1zvyta1aXKIPSVoidRq+lN5svyqfExYPUFScrblnr73YPEdixHcLthJrSPuJMtjX1cNnPkSSPvQOB+zFLwX0OV+oOcLQGCCa9vnIdwdexm+8+RHEARkZmYiLi4OKpXK3c0hLrAsZRku6S61KDmH+IZg6bil+L9e/+fElhF3kt2xX1cCZCwGMv4DNFyUto5aC3R/DEj4F+BLE69IJYfYU4Imiqcz6LA0Zal4z9kRGpUGR2YcQVQgfQASF6g5B5z6ADizHDBckraOdwjQ4xkg7nHAm67mtEUyvbFCSOvZnLkZJbUlLaqjwdCAQwWHnNQiIhcXMi4g6cYkXMi44J4GlB8H9t4PbOxmPHOWkpy1McDAxcCkc0CfVyk5t2F0Bk0UqVZXi5T8FOzP3Y9Vx1a1uD4Vp0JaaRomYZITWkfkInV1Kuov1OPEmhMIez2s9TZcvNv4DHP+JunrBPYx9siO+YfxfjNp8yhBS8DzPOLi4uTbk5NYxRjD2YtnsT93P/bl7sP+3P04VnQMekFve2WJeI5HVUOV0+oj8nDyh5Pivze93grPsef/Bpx4EyjZI32d0OHGxNzxDnpUyonk8LlPCVoivV4PjUbj7mYQCaobqpGSn4J9OfuwP28/9ufuR3FNsUu3KTAB/hp/l26DtK7S9FJcSDNe2i49VYoLGRfQIb6DazdatFV6cu40wfioVOgw17ZJwdz9uU8JWgJBEJCVlSWfnpxExBjD6bLT4pnxvtx9+Lvo7xY/KmUvAzMgIYQeXfEkp/53ChzPgQkMHM/h5P9OYvhLw1270R7/Mk5oITSYf51TATH3AL3m2J4SkrSIHD73KUGTNqWqvgp/5f3V5HL1hUtu6sDTSJg2jAYl8TAn1p4AYwwAwASGE2tPuD5B+3YEuj5g7K3dmKod0O1RoOdzip9lSkkoQRPZEpiAjAsZxmR8+XJ1anGq08+O1bwaYb5hKKguAAOze32e4zFr0CxxAg3SNujr9Cg4XCAm4cYulV1C0d9FTZYVHStCenI62gW3a1ae4zhEDoiE2sfKR2pNDqD2BbxtXCbv+QJw5isADNAEA/FPAfFPAj4hUnaLeBBK0BJRBzHXq6irwF95f2Ff7j7sy92HA7kHcLFO4mAMdujo3xFDo4ZiaNRQDIkaggGRA3Cx7iJ6/KcHanW1dn0B4DkeWi8tZgyc4fR2Etc69OUh/Pq05QklTJe3G/9/zcQ1Fsvf/untuP4pM0NnVpwyDsWZ9V/jpel+C603LCDemJD9YoFujwBeHjIfdRvk7s99jpn7+ugBKisrERgYiIqKCgQE0EQFciMwAWmladiXs0+8VH2y5KRDZ7DWaFQaDIgcICbjoVFDERUQBc5Mb1d7xuIGjMmZ53j8cf8fGNllpFPbTVxPX6fHlhe24K///AVwgENvvcvrXffUdRjz7pimZ9ClB4yTV+QmXVnmFQRMPgd40WeS0jiSkyhBS8AYQ01NDbRardkPdmLbxUsXcSDvgHjv+EDuAVTU25g43gHRAdEYGj0UQzoNwdDoobg24lp4q70lr78jewcmrp6IWl2t1ZHFTGfOyVOTKTm3cekb07F+2nroqnUQ9NKvnnBqDt5+3pj8zWT0mNCjeYE/E5smZ5Nr3wN6Pu94g0mrcPbnPiXoRpyZoA0Gg9vHZG1LDIIBJ0tOisl4X+4+pJVKnWlHOm+VNwZ1HCSeGQ+JGoJOAZ1aXG9+VT6+OPQFlhxcgpLaEqg4FThwYGAwMAPCtGGYNWgWZgycgY7+HZ2wJ8Stas6jMisH/5txGOf3lUleLeaGYNy5bAACukYD2s7NC5TuB34f2nx5u0hgYhagkv7FkbQ+Z3/uU4JuhBJ067lQewEH8g6Il6v/yvvLJYN2dAnq0iQZ94/oD43Kdc8o6gw6/Jz5M06WnMS5wnOIiYhBr9BeGBs3ljqEeYqa80ByD0CogyBw2JN8I7b9cDPArJwxcQw3T9mGYRN2g+cZwPsAE9LNJ+k/bgKKd1y1Pg/ctAWIuNmpu0KcSw4JmjqJEbvoBT1OFJ8Qz4z35+5HxoUMp2+nnbodBnUcJCbjIVFDEOkf6fTtWOOl8sKkhEkYHzeevqB5qvpSQKgDAPA8w4BRh40J2oYBNx0yJmfAuH59qfkE3evfVxK0ygeIfQjoOdvYAYwQGyhBS8BxHDQajSLvP5fUlDR55vivvL9Qo6tx+nZi28c26ch1Tfg1sjlLVXL8lSbtUILtzmIMSEtJwMCbD9uuMPJWIPwmIOQGoMfTgE8rjudNWkQOxz0laAl4nkdsrOd/49ULevxd9PeVe8c5+3Dm4hmnb8fXyxfXdbpO7Mg1JGoIwrTy/eBSSvwJcGJ/L3AcA7t8iZvnDRAElfgvAHA8w8kDvaUlaI4Dbt5KY2S3QXI47ilBS8AYQ0VFBQIDAz3qLKqouqhJR66U/BTU6mqdvp244DjxzHho9FD0CesDNd923nqeGn/S1KXqdsg+1RWMGZ995TgBIZ1KMfruP/DHmltQmhcKxngwgUfWya64VOODdto62xXTe6ZNksNx33Y+Jd1IEAQUFhbC39+/zd6D1Bl0OFp4tMnl6qzyLKdvx0/jh+s6XScOBHJ91PUI8W3bIyB5QvyJbemHeoAJPMAxgHG47ra/cMs/t0DtZUBs7yz8sfYWHPh1CMAxMIFH+qEe6D/imLubTVxEDsc9JWgPVVBVIF6m3p+3Hyn5KajTS/i2b6ceHXpgaPSVUbl6h/aGiqckRmRMVwlcPGb8KfpDXHzyr14AAJ92dUh8/CfEX5spvqbW6HH7/b8itvdZrF+aiLradjh5oDclaOJSlKA9QIOhAUcKjjSZ0el8xXmnbyfAOwDXd7peTMbXR12P4HbBTt8OIU7BGFCbC1w8avwpv/xv9VmzxYtzwtClZxbufOJ/8G9fbbZM/IAMPP7uEvzvsztRnBvqqpYTAoAStCQcx8lqFLHcylzjmfHlZHy44DDqDfVO306v0F5Nelb3DO0JnlPemORyiz8xQ9AZx7wWk/Ex478N0gceefzdJfDybrB5y9i/fRWmvbIKunqaH96TyeG4pwQtAc/ziI6Odsu26/R1OFxwuMm949zKXKdvJ8gnSDw7Hho9FNd1ug5BPkFO305b5M74EzMaKq4kYNNPxQnLcyhLpPGRvj7H2VeetD1yOO4pQUsgCALKysoQHBzs0tlNGGPIqcxpMoHE4YLD0Ak6p26HA4c+YX2ajMrVI6SHIs+OpWit+BOJUt8E0j5wdyuIh5PDcU8J2gqdQYfNmZtxsvgkzhedR+fwzugV1gvj4sY5ZRCNS7pLOFRwSOzItS9nHwqqC5zQ8qaC2wU3ScbXdboOAd40m45UjDGUlpaiffv27m6K5zI0AJWnAH0tEGpm/OrG2vdvlSYRZZPDcU8J2oz8qnwsS1mGpSlLUVJbAjV3+c90CtAzPUJ9QzFr0CzMHDRT8mQJjDFkl2c36ch1tPAo9ILeqW3nOR59w/peuXccPRRxwXF0/5TIz9lVQNF24yXqypPG+8gdrgdu2299PUcTtMoHCOxrXN/0wwzAHyMcq48QF6MEfZUd2TswYfUEXNJdEqcb1LOmSbSktgQLdy3Eh/s/RPLUZIzqMqpZPTUNNUjJT2ly77iopsjp7Q3xDWnSkWtwp8Hw09AE76QNyE1qPh1j+d+AYACsPaoX0APgvQHBSsdI79Cmibh9f8A/Hrh6gJwyCaOBEeImlKAb2ZG9A2O+HQOBCRCY9XlhDcyAWl0txnw7Br/f9zuiA6ONyfjy/eO/i/62Op+wI1ScCv0i+olDZA6NGorY9rF0duxiHMfRKGK2GOqBipNXelB3GAJ0+af1ddr3b56gDZeAqkwgMMHyerwXENQHKDsEgAP845onY58IGsGLtIgcjntK0JflV+VjwuoJkpKzians6G9Gg9kcYd9+YdowcUSuodFDMTByILQardO3Q6zjeR6Rka07k5as1ZeZ6UV9Emh8pSmmSFqCNufiUesJGgCufc84zWNQX8CLrhgR55PDcU8J+rJlKctwSXdJcnJuzBnJWc2r0T+if5PL1V2CutBZmwwIgoCioiKEh4crqxc3Y0BNVtNEfPEYUCthEJyLEkbYspSgy48CsJHcw2+yXb8U3iHGRC+0YJQ93sdYD/EocjjuKUHD2Ft7acpSp1+StibSL9I4k9Ply9UDIweinVe7Vts+kc40aH5YmHxn3GoxQ92VS9SNB/vQVTpWX1W6sUe22tdyGd/OgHcH4/3ioH5XLk8HD3Rsm47QdgYmpBvnczbDYDDgfM55dI7ubHk8Zu8Q83NBkzZNDsc9JWgAmzM3o6S2xGX1e/FeGBA5oEnP6uiAaDo7Ju5Rf+Gqs+KjQGVa00vULcUEoDwVCLnOchmOAybnAyo3j8il7Ww5wRoMqL/gDwTHATRRCmlllKABpJWmQc2rnfbIU1RAVJNL1ddGXgsftY9T6iZEMiYA1Vddoi4/ahyf2tV8IoB6CV963Z2cCZExStAAqhuqwaFlZ7M8x2NywmR8cvsniAqIclLLiBxwHIeQkBD5X/GozgIKtzaaGOJvQF/l2m1yPODfo2kP6qB+QLtw1263lbSZ2BOnk0PsKUHDOIdxSzt6ceBwXcfrKDl7IJ7nERLSBjoBFW4B/prpuvrVWiDomkaJuL/xcSdr95nbuDYTe+J0cog9JWgACSEJLb68bWAGJITYeDSEyFfNeYsdhQRBQHFJMcJCwyz35nRFRyEmAFVnjGfDDeVA90etlw/q57xtt+t41Vlxf8C/m/GMWUEEQUBeXh46deqkrB78RBaxpwQNYFzcOIT6hraoo1iYNgxj48Y6sVWk1dScB5J7WHzUhgcQYasO3sfYG9gZSTrjMyD7e2Mvan2NcZmmPdDtEeuDbwT1NSZQex4V5FRAQMKVS9Pt+wPt+wE+Htxj3Q6MMdTU1IAx549zQORNDrGnBA3AS+WFWYNmYeGuhQ49asVzPGYNmuWUCTSIG9SXtuw5WMC4fn2pcxJ0zXmgdG/TZQ0Xgdoc6/WrfY3DWVamWXjdz5h8g/pfOTMO7A2o6fE+QuSIEvRlMwfNxIf7P0StrtauwUp4jofWS4sZA2e4sHWkTRIMQPXppr2og64Brn3H+nrWRtiy9QWgfX9jgvaNapSIL58Z+8Uq7hI1IW0ZJejLOvp3RPLUZIz5dgwASErSPMeD53gkT02WPKsV8WDlx4ELfxlH0bp41Djxg6G2aRkpjx5ZS9BRE62v2/8dYOBiwIc6NjkDz/OIiIig+88KJIfYU4JuZFSXUdhy/xZMXD0Rtbpaq5e7TWfOyVOTMbLLyFZsJZGt/Q/aLlOeapxWkbdyO8Q/HlC1M04c0VjFSdv104hWTsVxHIKCgtzdDOIGcog9JeirjOoyCmlPpuGLQ19gycElKKktgYpTgQMHBgYDMyBMG4ZZg2ZhxsAZdOZM7CPUA5XpxseTLOFVQORtxrmKG/ek1nZpnTYSkSAIyM7ORpcuXegsWmHkEHtK0GZ09O+I+aPm45Xhr+DnzJ9xsuQkzhWeQ0xEDHqF9sLYuLHUIYw47uJR6wkaAEasb5WmEOsYY2hoaKBe3Aokh9hTgrbCS+WFSQmTMD5uPDIzMxEXF2d5wHzSdjkwg5lDvAKNZ8Jqmh6REGIbJWiiTIYGoHgHkLMeyPnR+fVrY64M8CFeoo6x/hwzIYQ0QglaAp7nERUVRfeg2jpdNVDwC5CTBORvBnQVzq0/YTbQaQLQ/hrjwCKkzaNjX7nkEHtK0BJwHAc/P7os2WbV5gJ/zTKOVS3Uu247Xe4Bgge4rn7S6ujYVy45xJ6+FkpgMBiQkZEBg8H+UcaIDHiHGC9nuzI5E49Ex75yySH2lKAlEoRW6khEnE/lA3S8w92tIG0UHfvK5e7YU4ImbZNgAIp3AYeeA/J/tV0+arLl17yCnNUqQghxGroHTdoOJgD5PwO5SUDuxivDZtYVAR1vt75ux3HG0bsEnfH/2i5AVCIQnWicier361zZckIIsRslaAl4nkfXrl2pJ6fbccChZ4Dqs00X5282Pjal0lheVRMIdJ9pvB8dNdk4aYXpkaeywy5rMWnb6NhXLjnEnt51EqnV9F3G7TjO/KVqXYWxE5gtgxYDfV8zzu7U+Hlk7xDjWXRL8D7GeojHoWNfudwde3rnSSAIAo0k5mqVGcZE22Gw9XJRiUDah82X56wHIm91bNvazsCEdON8zmYYDAaczzmPztGdLcffO4QmqvBAdOwrlxxi79QE/eKLL+Ldd98V/799+3aMGjWqWblTp05h69atOHjwII4fP47i4mKUlpZCpVIhPDwcgwcPxj333IOJEyeCo5GXPBNjQNkhIHe9MblWngJCbwTG7LK+XshQwCcMqCu+sswr0NhTuyW0nS0nWIMB9Rf8geA4gD6kCSGtxGkJ+ujRo/jwQzNnNmYsXLgQ3333ndnXsrKykJWVhXXr1mHkyJH43//+hw4dOjirmcSdBB1Q/OflTl5JxgFEGivZA1wqAtqFW66DVwGdJhrvO3eaZOzkFTbK+v1nQghpg5ySoAVBwIwZM6DX6xEWFobi4mKr5dVqNa6//noMGzYMffv2RUREBEJDQ3Hx4kWkpaVh2bJlSE1Nxc6dOzFhwgTs3r2bOmm0VfoaoOB341ly/iag4aKVwgzISwa6P2K9zgEfANctAzh6TxBCPBfHnDCX1scff4xnn30WCQkJSExMxKJFiwBYvsSt1+ut3nw3GAz4xz/+gZ9++gkAsGHDBkycONGuNlVWViIwMBAVFRUICAiwa92rMcYgCAJ4nqdL7lLUXzAm2twkY3I2XJK+bsexwKjNLmuaIyj+ykWxVy5nx96RnNTiU5Dz589j7ty5AIDPP/8cGo3tS422esapVCq88MIL4v937bJxX7IV6PV6dzdB3mrOA+mfAltvBn4KB/ZPB3I32JecAaB4J2Coc00bW4Dir1wUe+Vyd+xbnKCfeOIJVFdXY9q0aRg5cqQz2gQA8Pf3F3+vq3PvB7YgCMjKynL7sG+ywhhQngqkLgB+GQhsiDE+o1y0HWB2jl2ramfsnT30G2DS+ZZ3+HIyir9yUeyVSw6xb9E96HXr1mHTpk0IDg7G+++/76w2AQDWrFkj/p6QkODUuomDmACU7r/c8zoJqD7teF2aYCBqovG55ogxgNrXWa0khBCP4HCCLi8vxzPPPAMAeOeddxAS0vJBGkpLS5GZmYnly5djxYoVAICQkBDce++9La6bOMhQbzwrzl1vvGRdV+R4Xb6djQk5OtH4SBVPj+ETQoglDn9CzpkzB4WFhRg2bBgefvhhhxswatQo7Ny50+xrISEhWL9+PYKCghyu31kU1YtcVwnk/2Ls5JX/s/H/jgrscyUpt7+26QhebYii4k+aoNgrl7tj71CC3rVrF5YvXw61Wo3PP//cJb0bn376acydO1fymXl9fT3q66/M91tZaUwqBoNBnM+T4zjwPA9BENC487ql5abeexzHoVu3bmJ9puVXzxNqCubV9ywsLVepVGJPwavbYmm51Lbb2qdmy+tLwOUng+X8BBRtAyc0mPkrS8GBhQwF6zQJrNMkwL97031q9Ddz+T45MU5xcXEQBKHZe6nV4+SJ7z2Z71O3bt3EzzhP2Sdry2mfjMt5nm/yud/SfXJkXmm7E3RDQwNmzJgBxhieffZZ9OnTx+6NNrZixQrU1NSAMYby8nKkpKRg6dKl+M9//oOzZ89i+fLlCA+3MnDFZYsWLcLrr7/ebPmZM2fg5+cHAAgMDERkZCSKiopQUVEhlgkJCUFISAjy8vJQU1MjLo+IiEBQUBCys7NRXV0NLy8vcByHqKgo+Pn54cyZM00C0rVrV6jVamRmZjZpQ1xcHPR6PbKyssRlPM8jPj4eNTU1yM29MmCHRqNBbGwsKioqUFhYKC7XarWIjo5GWVkZSkuvDEnZkn1qaDAmYW3FTkSdmQWAwZGvWozzQo3/ENS0H4PwAY+ixuBn3KdCBhRmumWfADgtTnFxcSgpKcGFCxfED+q2vk9yee/JfZ8YY9DpdIiMjERoaKhH7JMnxskV+6RSqXDy5Enxc7+l+1RdXQ172f0c9Pz58/H666+jc+fOOHnyJLRardnXAcvPQdtSV1eHKVOmYNOmTYiOjsbevXsRFRVldR1zZ9CmwJqeOXP0W5dOp0NmZia6d+8OlUrled8k68vAb4gEZ0fva6b2BzqOBes0ESzyDsArQF77BOd94weAjIwMdOvWTRyTt63vkyfGyRX7ZDAYcPr0acTFxcHLy8sj9snWcton43KDwYCMjAzxc7+l+1RZWYng4GC7noO26ww6LS1NHIRk8eLFzZKzs/j4+GDFihWIiYlBTk4O5syZg++//97qOt7e3vD29m62XKVSNRvo3NJ9BWvLeZ5vVpelAdTtWc5xnF3L7W47BON9X97K38A3FAgbCRRtM1uHyCdMHF6TC78ZUHmbPeN2+T7ZubylcTIYDGLbr36tre4T4HlxAlyzT6bjX2p5W220dznFyT37ZEqw5o57R/bJkQk37ErQH330ERoaGhAbG4va2tomj0KZpKamir9v27ZNvFwxYcIEuxJ6SEgIhg0bhi1btmDDhg3Q6XTw8vKyp7nKpb8EFG4xdvLK2wgMWwtEjLa+TlSi+QTt183YwStqMtBhSLNETwghxDXsStCmS8hnz57F1KlTbZZ/8803xd+zsrLsPuMODQ0FANTW1qK0tBSRkZF2re8sHMdBo9HIf6i/uhLg4GNA/q+AofbK8twkCQl6EnDoKePv7Qdc6Xkd2LvN9rx2ljYTf+J0FHvlkkPsZf0gal5envi7qaOXO/A8j9jYWLdtXzJN+8tDZdY2XZ6bBAz81Hqi1UYDQ78FwoYD2hiXNrOtaTPxJ05HsVcuOcTeroe8Vq5cCcaY1Z/XXntNLL99+3ZxeZcuXexqWG5uLvbt2wcAiImJaTL0Z2sz9TB3wrwirsWrgU4Tmi+vzQXKUmyv3/U+Ss5mtJn4E6ej2CuXHGLf6k9hZ2RkYNs2652RKioqcM8994jd4R944IHWaJpFgiCgsLDQPWOyMgEo/Qs4+pJxJC9boiabX56b5MxWKYpb40/cimKvXHKIfatf4s7Pz8fo0aPRr18/TJ48GQMHDkRERATUajUKCwuxZ88efPXVV2Lnsj59+uDf//53azfTvQQdULTDmFRzk4BL+cblnSYa7xVbE3EroPK9cpm7XSdj0u443nXtJYQQ4nRuuwd97NgxHDt2zGqZcePGYcWKFfD1VcBECrpqoOA345jXeZsBXXnzMoW/A/oaQG2ls526HRD3GMB7X+55PQjgaKhCQghpa1o9QQ8bNgy//fYb/vjjD6SkpCA3NxdFRUWora1FQEAAunbtiiFDhmDq1KkYNmxYazfPLI7joNVqnd+br64EyEs2niUXbrE9D7KhzpjEo++0Xm7AB05rInFh/InsUeyVSw6xt3sksbaisrISgYGBdo3a0iqqsy9ful4PlOw23mO2R5f7gRu+cUXLCCGEuIgjOUnWj1m1qprzQH2p2ZcEQUBFZQUCAwItjkQD7xBA27n5csaA8uNXkvLFo463Ua0FVM1HSyOuJQgCysrKEBwcbDn+xCNR7JVLDrGnBA0Yk3NyD0Awf4mZB9DeVh28DzAh3ZikBQNQuu/yHMpJQPVZx9vmHWLsHBadCISPNt5jJq2KMYbS0lK0b2/zXUA8DMVeueQQe0rQgPHM2UJylkyoA3KSgIrjxuE164odr0sbYxx6MzoRCLnB+HwzIYQQRaFPfmc6/Izj6wZdczkpTwaC+il+eE1CCFE6StBuwwGhw64kZT8aTlCuOI5DYGAg9eRVIIq9cskh9pSgWxOvASLGGJ9PjpponL6RyB7P826bqIW4F8VeueQQe0rQruYVAHQcZ7yfHHk74OW+McWJYwRBQFFREcLDw6knr8JQ7JVLDrGnBO0KPhHGITmjEoHwmwCVxt0tIi3AGENFRQXCwuiKh9JQ7JVLDrGnBO1MXR4wDrMZcj0Nr0kIIaRFKEE7U8IzQPAAd7eCEEKIB6DTPEJs4DgOISEh1JNXgSj2yiWH2NMZNCE28DyPkJAQdzeDuAHFXrnkEHs6gybEBkEQkJOT49aJ24l7UOyVSw6xpwRNiA2MMdTU1MBDJ34jVlDslUsOsacETQghhMgQJWhCCCFEhihBE2IDz/OIiIigkaQUiGKvXHKIPb3rAOOcy7xPy+rgfYz1EI/DcRyCgoLoURsFotgrlxxiT49ZAYC2MzAh3TgvtBmCICC/IB8dIzta/jblHWKsh3gcQRCQnZ2NLl260JmUwlDslUsOsacEbaLtbDHBMoMB1aV+YO3jAJWqlRtG3I0xhoaGBurJq0AUe+WSQ+zpKyEhhBAiQ5SgCSGEEBmiBC0Bz/OIioqie1AKRfFXLoq9cskh9nQPWgKO4+Dn5+fuZhA3ofgrF8VeueQQe/paKIHBYEBGRgYMBoO7m0LcgOKvXBR75ZJD7ClBS0SD5SsbxV+5KPbK5e7YU4ImhBBCZIgSNCGEECJDlKAl4HkeXbt2pZ6cCkXxVy6KvXLJIfb0rpNIraYO70pG8Vcuir1yuTv2lKAlEAQBmZmZbu8wQNyD4q9cFHvlkkPsKUETQgghMkQJmhBCCJEhStCEEEKIDHHMQ+dRq6ysRGBgICoqKhAQENCiuhhjEAQBPM/TxO0KRPFXLoq9cjk79o7kJDqDlkiv17u7CcSNKP7KRbFXLnfHnhK0BIIgICsri3pyKhTFX7ko9solh9hTgiaEEEJkiBI0IYQQIkOUoCWiof6UjeKvXBR75XJ37KkXNyGEEOJi1IvbRRhjqK6uhod+lyE2UPyVi2KvXHKIPSVoCQRBQG5uLvXkVCiKv3JR7JVLDrGnBE0IIYTIECVoQgghRIYoQUvAcRw0Gg0N9adQFH/lotgrlxxiT724CSGEEBejXtwuwhhDeXk59eRUKIq/clHslUsOsacELYEgCCgsLKSenApF8Vcuir1yySH2lKAJIYQQGaIETQghhMgQJWgJOI6DVqulnpwKRfFXLoq9cskh9tSLmxBCCHEx6sXtIoIgoLS0lDqKKBTFX7ko9solh9hTgpaAMYbS0lJ61EKhKP7KRbFXLjnEnhI0IYQQIkOUoAkhhBAZogQtAcdxCAwMpJ6cCkXxVy6KvXLJIfZqt225DeF5HpGRke5uBnETir9yUeyVSw6xpzNoCQRBQEFBAfXkVCiKv3JR7JVLDrGnBC0BYwwVFRXUk1OhKP7KRbFXLjnEnhI0IYQQIkMeew/a9K2nsrKyxXUZDAZUV1ejsrISKpWqxfWRtoXir1wUe+VyduxNucieM3KPTdBVVVUAgOjoaDe3hBBCCDGqqqpCYGCgpLIeOxa3IAjIz8+Hv79/i7vJV1ZWIjo6Gjk5OTSutwJR/JWLYq9czo49YwxVVVXo2LEjeF7a3WWPPYPmeR5RUVFOrTMgIIAOUgWj+CsXxV65nBl7qWfOJtRJjBBCCJEhStCEEEKIDFGClsDb2xuvvfYavL293d0U4gYUf+Wi2CuXHGLvsZ3ECCGEkLaMzqAJIYQQGaIETQghhMgQJWhCCCFEhjwiQZ87dw6zZ89GQkICtFotgoODMXjwYLz33nuora1tUd2CIODkyZNYuXIlHn/8cQwePBje3t7gOA4cx2HHjh2S6tm8eTPmz5+PcePGoWfPnggJCYGXlxfat2+PgQMHYvbs2UhPT29RW5XKlfGvra3FTz/9hFmzZmHw4MFo3749vLy80KFDBwwdOhTz589HYWGhXXXW1NTgs88+w+jRo9GpUyd4e3sjPDwcAwYMwFNPPYXff/+9RW0mQHFxMTZt2oR58+bhjjvuQEhIiHjMPvjgg07bjl6vx5EjR7Bs2TI88sgjuOaaa6BWq8VtZWdnO21bRJqUlBS88cYbuPXWWxEVFQVvb2/4+fkhPj4e06dPx+7du52ynYqKCnz33XeYPn06+vXrh8DAQHh5eSE0NBQ33XQTPvjgA5SXl7dsI6yN27hxIwsICGAAzP7Ex8ezzMxMh+tfuXKlxboBsO3bt9usQ6fTWa3D9OPl5cUWLVrkcFuVyJXxP3bsGPPz87MZt4CAALZmzRpJdW7bto3FxMRYra9fv34OtZdcYe3vO23aNKdtZ/78+Va3lZWV5bRtEduGDx8u6bP2gQceYPX19Q5v5+eff2be3t42txMREcG2bdvm8Hba9EhiR44cwd13341Lly7Bz88PL730Em666SZcunQJa9aswZdffomMjAyMGzcOKSkp8Pf3t3sbrFEndy8vL/Tt2xc6nQ7Hjx+3q57AwECMGjUK119/PWJjYxEZGQlfX1/k5+djx44d+Prrr1FRUYGXXnoJQUFBeOyxx+xuq9K4Ov6VlZWorq4GAAwbNgzjx4/HoEGD0KFDB5SUlOCnn37Cl19+icrKStx7770ICAjAHXfcYbG+P/74AxMmTEBdXZ0Y41GjRiEsLAy1tbU4deoUNm3ahKKiohb9XUhTnTt3RkJCgkuuTDT+fPDx8UH//v1RUlKCM2fOOH1bxLb8/HwAQMeOHTFlyhQMHz4cnTt3hsFgwL59+/DBBx8gLy8P33zzDXQ6Hb7//nuHtnPhwgXU19eD53mMGTMGt99+O/r164egoCDk5ubiu+++w9q1a1FYWIjx48djz5496N+/v/0bcji1y4Dp25JarWZ79+5t9vq7774rfpN57bXXHNrGgQMH2Keffsr27dvHLl26xBhj7LXXXrPrDJoxxvR6vdXXz549y9q3b88AsNDQUJvlievjv2fPHvaPf/yDnThxwmKZpKQkxnEcA8C6devGBEEwW664uJh16NCBAWD9+/dnhYWFFutsyTd7YjRv3jyWnJws/p2zsrJccgb966+/ss8//5wdPnyY6XQ6xhhj06ZNozNoNxk3bhxbu3atxc/PkpISFh8fL8Zn586dDm1nzZo1bObMmezcuXMWy3z66afidm666SaHttNmE/SBAwfEnZ85c6bZMgaDgfXs2ZMBYEFBQayhocEp23YkQUsxc+ZMsd7U1FSn1euJ3Bn/q911111iWw4dOmS2zMMPP8wAMF9fX5adne2SdhDLXJWgzaEELW/JyclifJ566imXbmvQoEEMAON5npWUlNi9fpvtJJaUlCT+Pn36dLNleJ7HAw88AAAoLy/H9u3bW6NpDmt8Cbaurs6NLZE/OcX/pptuEn83d2nz4sWL4qW0++67DzExMS5pByHENlvHqzONGjUKgLGzcVZWlt3rt9kEbeqJp9VqMXDgQIvlRo4cKf6+Z88el7fLUZcuXcKGDRsAGBNLfHy8m1skb3KKf319vfi7uYndN23ahEuXLgEAJk6cKC6vra3F6dOnUVhYaNck7oQQx9k6XuW0rTaboE+dOgUA6N69O9Rqy33dEhISmq0jFzqdDufPn8eaNWtwww03IDMzEwDw0EMPOdShTUnkFP+dO3eKv/fs2bPZ6/v37xd/79u3Lw4ePIhbb70V/v7+iIuLQ2RkJMLDw/Hkk09SBzFCXMzW8eqKbXl5eaF79+52r98me3HX1dWhtLQUAGzO+dy+fXtotVrU1NQgJyenNZpnVXZ2Nrp27Wrx9dtuuw0ffPBBK7ao7ZFT/I8dO4bNmzcDMCZfcwf8yZMnxd+3b9+ORx55BHq9vkmZkpISfPbZZ/jf//6HX3/9Ff369XN6WwlROkEQ8Pbbb4v//8c//uGybW3evBl///03AOPnuiNzSrfJM+iqqirxdz8/P5vltVotAIiPzMhRSEgI1q5di82bN9PE8DbIJf719fV45JFHYDAYAAALFy40W66srEz8/bHHHgPHcViwYAHOnz+P+vp6nDhxQhw8o7CwEJMnT0ZlZaVT20oIAT766CP89ddfAIA777zT6u2xligrK8MTTzwBwHhp+4033nConjaZoBt3oNJoNDbLm6YLM90HdKdOnTrh+PHjOH78OI4cOYJNmzbhySefRE1NDR577DG8++677m6i7Mkl/k8++SRSUlIAANOmTcOECRPMlqupqRF/r6urw1dffYVXXnkF0dHR0Gg06NWrF1asWIEZM2YAMF5lWbp0qVPbSojS7dy5E//+978BAGFhYS47xgwGA+69916cO3cOAPDqq6/i2muvdaiuNpmgfXx8xN8bGhpsljfdqG/Xrp3L2iSVl5cX+vTpgz59+qB///4YN24cFi9ejP3794PjOLz88st46KGH3N1MWZND/BctWoTly5cDAAYPHozPPvvMYtnG7b3mmmtw//33my331ltviV8m1q5d67S2EqJ0J06cQGJiIvR6PXx8fPDDDz8gLCzMJdt6/PHH8euvvwIAxo8fj7lz5zpcV5tM0I07UEm5bGk6g5FyOdRdrrnmGixYsAAAsGLFChqP2Qp3x3/ZsmV4+eWXARg7of3888/iZXRzGrf31ltvtViuQ4cOGDRoEADjvW0pXz4IIdZlZWXh1ltvxcWLF6FSqbBmzRqMGDHCJdt66aWX8MUXXwAAhg8fjnXr1rWop3ibTNA+Pj7o0KEDACA3N9dq2YsXL4of0NHR0S5vW0tMmjRJ/P3HH390Y0vkzZ3xX716NR5//HEAQExMDLZs2YKQkBCr6zTerq02mF4XBKHJvWtCiP3y8/Nxyy23ID8/HxzH4euvv27yOetM77zzjtgBbcCAAdi0aVOLr9q1yQQNAL169QIAnD59ulmP2MbS0tLE313dpb6lQkNDxd9N9y+Iee6I/8aNG/HAAw9AEARERkZi69atNnuRA0Dv3r3F300dyixp/Lq1x8cIIdaVlpZizJgxOHv2LABg8eLF4sBFzrZkyRLx/nbPnj3x22+/OaWzb5tN0DfeeCMA4+XLQ4cOWSzX+Jm3YcOGubxdLZGXlyf+LufL8XLQ2vHfunUr/vGPf0Cv16NDhw7YsmULunXrJmndxpfTTB8WlphGNvLx8UFwcLDD7SVEySoqKnDbbbeJjzi+/fbbYq9qZ/v222/x5JNPAgBiY2Pxxx9/2LyqJlWbTdCTJ08Wf1+xYoXZMoIg4JtvvgEABAUFNRniTY5++OEH8fe+ffu6sSXy15rx37t3LyZNmoT6+noEBgbit99+a3JWbMuIESPEqyPJyckWz6KzsrJw9OhRAMYvEzzfZg9PQtymtrYW48aNw+HDhwEAr7zyCl588UWXbOunn37C9OnTwRhDVFQUtm7dio4dOzpvA04fHbwVtXQ2o+3btzs0gL69k2WsX7+e5efnWy2zc+dOce5htVrN0tLSJLdHqVoj/keOHGFBQUEMANNqtWz37t0OtfWdd96x2hadTsduv/12scwPP/zg0HaIeY5MlrFixQqHZkOjyTLcp76+nt16663i3/+ZZ55xqB4psf/tt9+YRqNhAFhYWJhLPrPb9E2uTz75BMOGDcOlS5dw66234uWXX24yH7CpN118fDxmz57t8HZWrlzZ5P+msxwA+PXXX5GdnS3+v3v37uLlV5OkpCTcfffdGDduHEaPHo3evXsjKCgI9fX1OHPmDJKTk7Fu3ToIggAAmDdvHnr06OFwe5XC1fE/c+YMbrvtNpSXlwMAFixYgMDAQKSmplpcJywszOzjG08//TTWrl2Lw4cP4/XXX0d6ejqmTZuGsLAwnDlzBh999BH27dsHABg7dizuuusuu9tLrti9ezdOnz4t/t808hxg7Ldw9TFtGijGXtXV1c06dDbe7o8//tjkcmf//v0dmxeYSDJ16lTxCZibb74ZDz/8sNXjVaPRODTvwf79+5GYmIiGhgZ4eXnho48+gk6ns7qtqKgoBAUF2bchp6f8VrZx40YWEBAgftu5+ic+Pp5lZmaaXVfqGbSlus39mKun8Tdqaz/t2rVjH3zwgZP+Msrgyvg3/hYt9cfamVZ+fj4bOHCg1fXHjh3LKisrnfTXUS6px5zpxxwpZ1GNz8xb+v4gLWfv8RoTE2O2Hluxb3wVVerPihUr7N6fNn0GDQATJkzA33//jU8++QSbN29Gbm4uNBoNunfvjilTpuDJJ5+Er6+vW9v47rvvYuTIkfjzzz+RmpqKoqIiFBcXg+d5BAcHo3fv3rj55pvxwAMPIDIy0q1tbWvaQvxNIiMjsX//fnz11VdYvXo1Tp48ifLycnTo0AHXXXcdHnzwQSQmJrq7mYQQmeAuf+sghBBCiIxQN1FCCCFEhihBE0IIITJECZoQQgiRIUrQhBBCiAxRgiaEEEJkiBI0IYQQIkOUoAkhhBAZogRNCCGEyBAlaEIIIUSGKEETQgghMkQJmhBCCJEhStCEEEKIDFGCJkQB0tPTodFo4OPjg7y8PHc3p9V8++23GDFiBNq3bw+e58FxnEPzMV+4cAHPP/88evbsiXbt2oHjOHAch48//tip7e3SpQs4jjM7P3V2dra43avns24rfvjhB3Ach/j4eOh0Onc3R/YoQXuwffv2geM4aLVa6PV6cXl5eTlUKhU4jsP58+et1mH6QLj6R6PRIDw8HKNHj8b777+Pixcvunp3SAs899xz0Ol0ePjhh9GpU6dmr+t0OixatAgJCQnw9vZGeHg47r//fmRnZ9use+nSpeA4DiNGjHBByx03Z84cPPDAA9i1axfKy8vh6MR9FRUVGDp0KD744AOkpaWhrq7OyS1tPStXrrR4TJv72bFjB0aNGmXXOuZ+TF8o7rrrLvTq1QuZmZlYvHixe/8YbYHdM0iTNuO9995jANhNN93UZPmmTZsYABYdHW2zDkicjDwiIoLt2rXLVbtCWmDPnj0MANNoNOz8+fPNXhcEgU2YMMFsXENDQ1lmZqbFuouLi1n79u2ZWq1mf//9tyt3wy7nz59nKpWKAWBDhgxhmzZtYseOHWPHjx9np0+ftquuhQsXin+POXPmsF27drHjx4+z48ePs9LSUqe2OyYmhgFg06ZNa/ZaVlaW2I4VK1Y4VP+KFSskH9MA2Pbt29nIkSPtWsfcT+P2fvfdd+J7q7q62rE/lEKonZvuiZzs2bMHAHDjjTc2Wb5r1y6zy60ZNGgQVqxYIf6/oaEBGRkZWLJkCXbt2oXCwkJMmDABqampZs/QiPssWLAAADBlyhRER0c3e/2///0vkpOTwXEcnn/+eUyaNAlZWVl44YUXUFhYiFmzZmHLli1m637xxRdx8eJF/Otf/0Lfvn1duh/22L59OwwGAwBg+fLl6N27t8N1/fHHHwCMx8A777zjlPbJwYIFCzBp0iSrZbp27YoVK1agpqbG7OuvvvoqNmzYAAD47bff0LFjR7PloqKixN/vvvtuzJkzB3l5eVi2bBmee+45B/dAAdz9DYG4TlhYGAPAfvvttybLhw0bxgCwzz77zGYduPwNeOTIkWZfNxgMbMqUKWK55557zhlNJ06SlpbGOI5jANgvv/xitszNN9/MALAZM2Y0Wb53714xrjk5Oc3W27t3L+M4jkVERLCKigqXtN9Rb731ltj2hoaGFtUVHx/PALB77rnHSa2zrDXPoB2to7Fp06aJ9WVlZUle77nnnmMAWNeuXZnBYGhxOzwV3YP2UKdPn0ZxcTFUKhWGDh0qLq+rq8PBgwcB2HcGbQnP83j77bfF///6668trpM4z4oVK8AYQ1hYGG655RazZY4ePQoAmDp1apPlQ4cORUxMTJMyJgaDAU888QQYY3jvvfcQEBDg9La3RH19vfi7l5eXU+pqaT3kinvvvRcAkJWVhe3bt7u5NfJFCdpDmS5vX3PNNfD39xeX//XXX2hoaEBQUBD69OnjlG3FxsaiQ4cOAIBz586JywVBwLZt2/D8889j2LBhCAkJgZeXF4KCgtC/f388//zzNjupmTqojBo1CgCQmZmJJ598EnFxcfD19QXHcU06MhUUFGDJkiX4v//7P8TFxUGr1cLb2xudOnXCpEmTsHbtWgiCYHF7O3bsaNJBhjGGr776CjfeeCM6dOiAgIAAXHfddfj222+brNfQ0IDPP/8cQ4YMQXBwMPz9/TFs2DCsW7fO6v4ZDAasXLkSt912GyIiIqDRaBAYGIi4uDiMHj0ab731Fk6ePGm1DmtM2580aRLUavN3tCoqKgAAkZGRzV6LiIhoUsZk6dKlOHLkCIYPH4777rvP4fZZk52djWeffRa9e/eGv78/fH19ERcXh5kzZ+L48eNm1zH1gn799dfFZVd3WJLS8a3x+8D0nl61alWTekzvSaD5+9SS+fPni+sr2YABA9C1a1cAwOrVq93cGhlz8xk8cQJ7O35Y+jF3icr0mqVL3CYREREMAPPx8RGXvfbaaza36evry3766SeL9Zo6qIwcOZIlJSUxrVZrsd16vZ7xPG9zm2PGjGFVVVVmt7d9+3ax3O+//26x8xQA9vTTTzPGGCsrK2MjRoywWG7hwoVmt1VVVcWGDx9us7133XWX1b+9JdnZ2WIdX331lcVywcHBDADbsWNHs9dMl1yTk5PFZUVFRSwoKIipVCqXdQxbtWoV8/b2tvg3UalU7K233rLYXnvf51dr/D6w9NP4mGj8PrWm8TFhjlIucTPG2D//+U8GgHXq1KnF7fBU1EmMtFhJSQmKiooAoEknEb1ej8jISCQmJmLo0KGIjY2Fj48PcnJysHfvXixZsgTV1dW45557cPjwYfTs2dPiNs6fP4/77rsPvr6+mDt3LoYPHw6VSoWDBw/Cz88PAMTHaG6++Wbccccd6Nu3L0JDQ1FVVYWzZ8/iyy+/xL59+7BlyxY88cQTWLVqldX9mjt3Lg4cOIB7770X99xzDyIiIpCRkYH58+cjPT0dn376KSZMmIDFixdj7969mDVrFhITE9GhQwccPXoUc+fORX5+PubNm4dJkyY166g0f/58scPe+PHjce+996Jz587w8fFBcXExjhw5gk2bNjl8tmWqGwAGDx5ssVy/fv2wfft2/PDDDxg5cqS4fP/+/eLZY79+/cTlc+bMQXl5OZ555hmXdAzbvHkzHnzwQTDG4Ofnh9mzZ+OWW26BWq3G3r17sWjRIpSWluLll19GUFAQZs2aJa77+++/o6GhAUuWLMHSpUsBoNnZtpROjIMHDxbXu+2225Cfn49JkyaJHe4AQKvVOmN3Feu6667DmjVrkJeXh9OnT6N79+7ubpL8uPsbAmm58vJydurUKfGn8bf/3bt3i8tPnDjBfHx8GAD2448/Nlnn1KlTZjvTwMzZwtWef/55sdxDDz0kLs/KyrLaQScnJ4d16tSJAWD33Xef2TKNH/Ho2LEjO3funMX6BEGw+kgQY4zNmzePAWAcx7GMjIxmr1995vTxxx83K1NQUMD8/f0ZYHxUhOM4tn79+mbljh07Jp7Rm862G4uOjmYA2P/93/9ZbfOFCxesvm7JrFmzGGB8vEqv11ss9/XXXzMAjOd59tJLL7E9e/aw7777jnXs2JEBYDfffLNYdvfu3S7tGNbQ0CBu18/Pjx05cqRZmezsbBYZGSlegSkpKWlWxtaZqj2sndWatMUz6AULFoiPi5n7uXjxos36WnIGvXPnTnHdNWvWOLQ/no4StAdat24dA4w9JBs7evQoA8DatWsnuWerpQRdX1/Pjh8/zmbOnCmWUavV7Pjx43a19eOPP2YAWEBAABMEodnrjRP0N998Y1fd5uj1ehYSEsIAsPfff7/Z640T9PXXX2+xngceeEAsd/fdd1ssZ7r0fe211zZ7zcvLiwFgn3zyiWM7Y4Pp8nxkZKTVcgaDgd12221mL+N26NCBpaenM8aMf7t+/fo5LRbmrF27Vtz222+/bbHcf//7X7Hcu+++2+x1StDm2XM7TMo2WpKgT506Ja5r7nYFoV7cHsnSc86mjmODBg2yu0fqzp07m3SQ8fb2Rt++fbFs2TIAxh6uy5cvt9rxrLKyEllZWThx4gRSU1ORmpoKX1/fJq9ZotFoMGXKFLvaLAgC8vPzkZ6eLm7v1KlT4jOZx44ds7r+P//5T4uvNb7kK6Xc2bNnm71m6pS1du1a1NbWWm2LI0pKSgAA7du3t1qO53ls2LABb7zxBuLi4qDRaBAaGop77rkHf/31F+Lj4wEAn332GY4dO4bhw4fj/vvvB2DsHLdgwQL06NED3t7eiIyMxIwZM8RbHvYyPXPMcRweeughi+WmTJmCwMDAJuuQtiU4OFj8vbCw0I0tkS+6B+2Bdu/eDaB5gt67dy8AYNiwYU7bVkhICG6//Xa88MILuOaaa5q9fu7cObz//vtITk5u0sPbnNLSUsTGxpp9LS4uDj4+PjbbwxjDd999h6+++goHDhzApUuXrG7PGlNiMicoKMiuclVVVc1emzZtGt58803s3bsXXbt2xZQpUzB69GjceOONCA0Ntdo2KcrKygDYTtAA4O3tjblz52Lu3LlmXy8qKsK8efOgUqnwn//8B4Dxbz158mT88ssvUKlUiIuLw/nz5/Hll1/ijz/+wIEDB+zej9TUVADGATKsravRaHDttddix44d4jrEPitWrDA75ndrafy+tDQQitJRgvYwVVVV+PvvvwFYPoO+4YYb7K736pHEvLy80L59e4SFhVlc55dffsH//d//ST47tJZMpSSZuro63Hnnnfjll19avD0A4tm9OTzP21XO3KNdc+fORV5eHlasWIHi4mJ89tln+OyzzwAAvXv3xl133YXHH38c4eHhVttpiekLja39lOL5559HRUUFnnnmGfGL2DfffINffvkF4eHh2LZtG3r16oWqqiqMHTsWu3fvxksvvYTly5fbtR3Tlwpr7ysT0yNgpnVI29L4fUnPmJtHl7jbONNzn6afgIAAcYjD3r17m33+c+LEiU2Wz58/3+Z2tFot+vTpI/706NHD6odoaWkp7rnnHtTW1sLPzw/z58/Hvn37UFxcjPr6ejBj/wds3bpVXIdZmcxApVLZbOPChQvF5Dxy5EisW7cOp0+fRnV1NQwGg7jN4cOH29xea/Dy8sJXX32F1NRUvPrqq7jhhhug0WgAACdOnMAbb7yB7t27i0Mp2st0BtrSBLZr1y7897//RXh4eJPni7/55hsAxl7dvXr1AgD4+/uLMzx9//33aGhocGibSn9OWAkavy8bX5EiV9AZNHGJH3/8EeXl5QCA9evXWxzFyllnP4wx8Wxt+PDh2LZtW5OzXFds01l69eqFN998E2+++Sbq6uqwe/dufP/99/jmm29QXV2NqVOn4syZM2YHErHGlKBbMtOYXq/HE088AQB47733xPu+wJXRxa6+ZTJw4ED4+Pjg0qVLyMjIsGtAHNN9SSn3sE33LRvfy3QXa1dKGqNLuVc0fl927tzZjS2RLzqDbuN+//13HD9+XPwZOHAgAOCVV15psjwxMRGAcYi9xsuPHz+Oxx9/3OntOnHiBADjh6el5AwAKSkpTtleWVmZ+IE9ZcoUi8m5uroa6enpTtmmK/j4+OCWW27B119/jffeew+A8VLgpk2b7K7L9IxyRUUFiouLHWrP4sWLcfz4cdx4441ixzAT0+hijZO2iWnZ1SOQ2WJK5llZWWInN3N0Oh2OHDnSZB13Mo3WZ+vLUEZGRms0p01o/LdoyWQmnowSdBsXHx/f5LLzqVOnAAB33nlnk0vSpqQ0fvz4Jsv79Okj6X6fvUzzT9fV1Vk8q6itrW02ZGZLtwdYP0tZvnx5k7JyNnr0aPF3Wx3azDFdygcgjr9uj4KCAsyfPx8qlUq8N96YKQnn5uY2WV5fXy8mV3vH6DZ9mWOMNenzcLUff/xRTP7WvgC2FtOwlRkZGWY7BALGGFqaFUyJTO9JLy8vDBgwwM2tkSdK0B7k0KFDqK2thb+/f5PHgC5cuCAm7hEjRrRKW+Li4gAYk7C58agNBgMeeeQR5OfnO2V7oaGh4n2s1atXN5ksweTgwYMWeym3trKyMiQnJ1u9D/7777+Lv5sSgD2uu+46eHt7AzCOwW6v559/HpWVlXjiiSfM9tA3vce+++67JsvXrFkDQRDg4+ODHj162LXNyZMni6PRLVy40OyY2zk5OXj++ecBGDvoTZ8+3a5tuIJpBLaGhgYsXry42es6nQ6PPPKIUzrseQrTe3Lo0KHiaICkKUrQHuTPP/8EYOyl3bhT1e7du8EYQ/fu3S3O1+ps//jHP8TkMH36dPz73//G1q1bkZKSglWrVuH666/H6tWrnfbIF8/z4gw5f//9N2688UasXr0aKSkp2Lp1K2bPno0RI0bAx8fH6mNRraWyshITJ05EbGwsZs+ejXXr1uHAgQM4dOgQNm3ahJkzZ+LFF18EYByacvz48XZvw9vbG7fddhsANOmMJ8XOnTvx/fffIzw8HG+88YbZMtOmTQMArFy5EnPmzMGePXuwbNkyPPnkkwCMz4ebOr1JpdFo8MUXX4DjOFRWVmLYsGHio2gHDhzARx99hEGDBolf7N5//32EhITYtQ1XGDdunDjz19y5c/Hcc89h9+7d4vt9yJAh2LhxI4YMGeLmlspDVVWVeAZtuv1GzHDP+CjEFcaNGycO4dfY7Nmzmw3DKRUkDPVpyddff2118oq7776b/fHHH+L/t2/f3qwOqSM0MWYc8rR///4WtxccHMx27txptc7GI4mZa49J4xGZrI2gZGnkqMajQln7iYyMZCkpKTb33ZLk5GSGy0ObZmdnS1pHp9Ox3r17MwBs1apVFssJgsDuuOMOs+2OiYlhRUVFDrd75cqVDk2WYdLaI4kxxtiuXbvMTuZiau8nn3wiq5HE3DlZxsqVKxkujz5YUFDQ4nZ4KjqD9hCCIIjPOTe+9whcGVmstS5vm0yfPh27du3C5MmTERoaCi8vL0RGRuL222/H2rVrsWbNGkmPT0kVGBiIPXv24M0330Tfvn3h4+MDPz8/9OzZE88//zyOHTvW6n8DS2JiYvDXX39h/vz5uPXWW9GjRw8EBQVBrVYjJCQEI0aMwHvvvYe0tDSx458j7rjjDkRFRYExJnlav08++QQnTpzAjTfeiAceeMBiOY7jsH79evFxMC8vL4SHh+Phhx/Gvn37WtS3Ydq0aUhLS8MzzzyDnj17QqvVol27dujWrRseffRRHDlyBC+99JLD9bvCjTfeiEOHDuH+++9Hx44dxff7XXfdhT///BNPP/20u5soG99//z0A49mz6Xl20hzHmJsfBiWEuNS7776LF198EfHx8Th16pTFHu6EtIZz586hW7duMBgM2LdvH132t4KOVEI83FNPPYVOnTohIyPDbIc9QlrTW2+9BYPBgNtvv52Ssw10Bk2IAnz11Vd45JFH0Lt3bxw/fpxG6iJukZOTg+7du8NgMODIkSMumU/ck9BIYoQowIMPPoiioiI0NDSgoKCg1XrzE9JYTk4OXnrpJcTGxlJyloDOoAkhhBAZonvQhBBCiAxRgiaEEEJkiBI0IYQQIkOUoAkhhBAZogRNCCGEyBAlaEIIIUSGKEETQgghMkQJmhBCCJEhStCEEEKIDFGCJoQQQmTo/wEGSiVIlUWjbwAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "XSUM\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ],
      "image/png": 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cb0hICEJCQkS309ajuCsrK6FUKmkkpwxR/OWLYi9fto69JTnJ7ARtbkMbN26M9PT0attWrFiBqVOnmlXP+++/j1mzZokub+sELQiC/p45Ii8Uf/mi2MuXrWNvSU6iJVpEEAQBycnJTh8wQJyD4i9fFHv5kkLszb4P2hYTjz355JN48sknra6HEEIIcVXUgyaEEEIkiBI0IYQQIkE2WyxDamiQGLEVir98UezliwaJ1SFqtdrZTSBORPGXL4q9fDk79pSgRRAEAWlpaTSSU6Yo/vJFsZcvKcSeEjQhhBAiQZSgCSGEEAmiBC0Sz9OvSs4o/vJFsZcvZ8eeRnETQgghdkajuO2EMYaSkhKbzKJG6h6Kv3xR7OVLCrGnBC2CIAjIyMigkZwyRfGXL4q9fEkh9pSgCSGEEAmiBE0IIYRIECVoETiOowXbZYziL18Ue/mSQuxpFDchhBBiZzSK204YYygoKKCRnDJF8Zcvir18SSH2lKBFEAQB2dnZNJJTpij+8kWxly8pxJ4SNCGEECJBlKAJIYQQCaIELQLHcfDy8qKRnDJF8Zcvir18SSH2NIqbEEIIsTMaxW0ngiAgLy+PBorIFMVfvij28iWF2FOCFoExhry8PLrVQqYo/vJFsZcvKcSeEjQhhBAiQZSgCSGEEAmiBC0Cx3Hw8/OjkZwyRfGXL4q9fEkh9m5O23MdwvM8wsPDnd0M4iQUf/mi2MuXFGJPPWgRBEHAzZs3aSSnTFH85YtiL19SiD0laBEYYygsLKSRnDJF8Zcvir18SSH2lKAJIYQQCaIETQghhEgQJWgROI5DUFAQjeSUKYq/fFHs5UsKsadR3CLwPI+goCBnN4M4CcVfvij28iWF2FMPWgRBEHDjxg0aySlTFH/5otjLlxRiTwlaBMYYSktLaSSnTFH85YtiL19SiD0laEIIIUSCKEETQgghEkQJWgSe5xEWFgaep1+XHFH85YtiL19SiD2N4haB4zj4+/s7uxnESSj+8kWxlx+VRoUtyVuQmJeIksoSeCu90TyoOYbHDYe7wt2hbaEELYIgCEhPT0eTJk3om7QMUfzli2IvH1nFWVh0YhEWnliI3LJcuPH30qNaUCO4fjBmdJqBZzo9gwifCIe0if7iRGCMobKykkZyyhTFX74o9vKwN30vmn3TDHP2z0FuWS4AbVLW/QBAblku5uyfg2bfNMPe9L0OaRclaEIIIbK1N30vBv04CGWqMmiYxmRZDdOgTFWGQT8OckiSpgRNCCFElrKKszBy1UgITIDAxE1Iois7atUoZBVn2bV9lKBF4HkekZGRdA1Kpij+8kWxd22LTixCuapcdHLWEZiAUlUpFp9cbKeWadFfnQgcx8Hb25smzJcpir98Uexdl0qjwsITC2s9rW2MwAQsPLEQKo3Kxi27hxK0CBqNBklJSdBoLAskqdso/vJFsXddW5K36AeEWepW6S38mfynjVpUEyVokWiyfHmj+MsXxd61pOSn4Jtj3+CNXW9YXZeCUyAxL9EGrTKM7oMmhBDisspUZdibvhdbk7diW+o2pOSn2KxunuNRXFlss/ruRwmaEEKIy2CMITEvEdtStmFb6jbsS9+HCk2FXfYlMAE+Sh+71A1QghaF53lER0fTSE6ZovjLF8W+biiuKMZfaX9ha8pWbEvZhmuF1xyyXw3ToHlQc7vVTwlaJDc3+lXJGcVfvij20sMYw4VbF/QJ+cD1A1AJ9htNbUyIVwgeinvIbvXTX54IgiAgOTkZcXFxUCgUzm4OcTCKv3xR7KWj4G4Bdl3dpb+WbO0kIRw4hHuH42bJTTCYP5Urz/GY0WmGXRfQoARNCCFEcgQm4Ez2GX1CPnzjsMX3LOsE1w/GkNghGBozFINjBkMlqNDsm2YoU5WZNVkJz/HwcvfC9I7TrWpPbShBE0IIkYS8sjzsTN2JrSlbsT11O26V3rKqPp7j0TWyK4bFDsPQ2KF4IPwB8Fz18QSbJm3CoB8HAYCoJM1zPHiOx6ZJm+y+qhUlaEIIIU6hETQ4kXVCfy35WOYxi043VxXuHY6hsUMxNHYoBjUdhAb1Gpgs37dJX+x8YidGrRpV64IZup7zpkmb0KdJH6vaKQbHXHQdtaKiIvj5+aGwsBC+vr5W1cUYgyAI4HmepvyTIYq/fFHsbS+nJAfbU7djW8o27Ejdgdvlt62qz413Q4+oHvpectvQthbFKqs4C4tPLsZ3x79DblkuFJwCPMdDYAI0TIMQrxDM6DQD0ztOt6jnbElOogQtgm5NWKVSSW9SGaL4yxfF3npqQY0jGUf015JP3TxldZ1RvlH6hDyg6QD4elj3GV+VSqPCn8l/4nLeZRSUF8C/nj9aBLXAQ3EPWTUgzJKcRKe4RRAEAWlpaTSSU6Yo/vJFsbdMZlGmfqKQnak7UVhRaFV9SoUSvRv31iflFkEt7PaFyV3hjoTmCRihGeH0EfyUoAkhhFilUlOJg9cP6q8ln7913uo6mzZoqk/I/Zr0g5fSywYtrVsoQRNCCDFbekG6tpecsg2703ajpLLEqvo83TzRr0k/fVKODYiV/WUFStAi0VR/8kbxly+KvdZd9V38fe1v/bVkW6zi1CywmT4h927cG/Xc69mgpbbj7NjTIDFCCCEGpeSn6BPynrQ9KFeXW1Wfl7sXBjQdgGGxwzAkZgiiG0TbqKXSR4PE7IQxhtLSUnh5ecn+lIscUfzlS26xL60s1S7N+M+15NQ7qVbX2Sakjf6+5J6NekKpUNqgpfYnhdhTghZBEARkZGTQSE6ZovjLl6vHXrc0oy4h/33tb6uXZvT18MWgpoO0veTYIYj0jbRRax1LCrGnBE0IITJSXFGM3Wm79QO8bLE0Y4ewDvpryV0ju9p1AQk5oQRNCCEujDGG87fO668lH7h+AGpBbVWdAfUCMDhmMIbFDsPgmMEI8w6zUWtJVZSgReA4jmYSkjGKv3zV1djfKb+DXVd36ScLscXSjJ0bdtb3kjtHdIaCd71T/lVJIfY0ipsQQuo4gQk4ffO0/lrykYwjVi/NGOIVgiExQzAsdhgGxQxCUP0gG7VWnmgUt50wxlBYWAg/P786902aWI/iL19Sjn1eWR52pO7AtpRtNlmaUcEp0C2qG4bGaEdcdwjvUGNpRjmRQuwpQYsgCAKys7Ph4+PjkiM5iWkUf/mSUuw1ggbHs47rryUfzzxu9dKMET4RGBozFMPihmFA9IBal2aUEynEnhI0IYRIVHZJNranbMe2VO3SjPnl+VbV5867o2ejnvr7ktuEtJHcmQFyDyVoQgiRCJVGhSMZR7AtZRu2pmzF6ezTVtfZyK8RhsUOw7DYYegf3R8+Hj42aClxBErQInAcJ5uZhEhNFH/5ckTsM4oy9Pck77q6yyZLM/Zp3Ec/4rp5UHP627WAFN73NIqbEEIcqFJTiQPXD+h7yRduXbC6ztiAWP215D6N+8hyaUapo1HcdiIIAvLz8xEQEOD01U2I41H85UelUWFL8hZczr2M3MJcBPsFo0VwCwyPG27RLFnpBen6wV27r+5GqarUqvbVc6uH/tH99deSYwNiraqP1CSF9z0laBEYY8jLy0ODBjTCUY4o/vKRVZyFRScWYeGJhcgty4Ubd+8jUs3UCK4fjBmdZuCZTs8gwifCaD131XexL32fvpd85fYVq9vWIqgFhsYOxbDYYejVuBc83TytrpMYJ4X3PSVoQggBsDd9L0auGolyVbl+kg81qz4lZm5ZLubsn4MvjnyBTZM2oW+TvgC0H+Yp+Sn6iUL2pu+1emlGb6U3BjYdiKExQzEkdgia+Dexqj5S91CCJoTI3t70vRj04yAITIDABJNlNUyDMlUZBv04CB/2/RCZxZnYmrIVV+9ctbodbUPb6q8ld4/qXmeWZiT2QQlaBI7jJDmTEHEMir9ryyrOwshVI0UlZx1d2bf+esuqfft5+GFQzD9LM8YMQUPfhlbVR2xHCu97StAi8DyP8PBwZzeDOAnF37UtOrEI5apy0cnZWh3DO+qvJT8Y+SDcePoYliIpvO/pL0MEQRCQk5OD0NBQGsUrQxR/16XSqLDwxEKrF5YwJbBeIIbEDsHQmKEYHDMYod6hdtsXsR0pvO8pQYugmzQ9JCTE2U0hTkDxd11bkrcgtyzXpnVy4PBg5IP6a8kdwzu6/NKMrkgK73tK0IQQ2UrMS4Qb7wa1oK69sAne7t4Y13IchsYOxaCmgxBYP9BGLSRyRgmaECJbJZUl4GDdICA33g0vPvgi5gyYY6NWEaJFF9RE4DgOQUFBNIpXpij+rstb6W31ko2MMfh60HTCrkYK73vqQYvA8zyCgoKc3QziJBR/19XYr7HVp7c1TIPmQc1t1CIiFVJ431MPWgRBEHDjxg0IgmNuwyDSQvF3TWl30jBnv/WnpUO8QvBQ3EM2aBGREim87y1K0CdOnMCHH36IwYMHIzIyEh4eHvD29kZ8fDymTp2KAwcO1FqHIAi4dOkSVqxYgZkzZ6Jz587w8PAAx3HgOA579+61pGl2wRhDaWkpXHThL1ILir/r2Zu+F52XdMbF3ItW1cNzPGZ0mmHRAhpE2qTwvjf7FHfv3r2xf//+GtsrKyuRnJyM5ORkrFixApMnT8aSJUugVBqequ7HH3/Ek08+aXaDCSHEGv878T+8sPUFq09t8xwPL3cvTO843UYtI6Q6sxN0VlYWACAiIgLjx49Hr1690KhRI2g0Ghw+fBjz5s1DZmYmVq5cCZVKhV9++cVgPVW/lbi7u6NNmzZQqVQ4f/68hYdCCCHGqTQq/Gvbv/Ddie+srovnePAcj02TNplc1YoQa5h9irt58+ZYs2YNrl+/ji+//BLjxo1D586d0bVrV/z73//GmTNnEB8fDwBYtWoV/v77b4P1tGzZEl9//TUOHz6MoqIinDx5EmPHjrXuaOyE53mEhYXRLFIyRfGv+26X3caQn4aYTM4xDWLg5e4FBWd6UhFdz3nXE7vQp0kfWzeVSIQU3vdm96A3b95s8vmgoCDMmzcPI0eOBACsW7cOvXv3rlGuS5cu6NKli7m7dwqO4+Dv7+/sZhAnofjXbRdvXcSo1aNMrjb1cMuHsSJhBQorCrH45GJ8d/w75JblQsEpwHM8BCZAwzQI8QrBjE4zML3jdOo5uzgpvO/tcptVv3799I9TU1PtsQuHEgQB6enpaNKkCfWiZIjiX3dtTtqMR397FMWVxUbLzOozC+/2eVfbM1Z6YVbfWXi719v4M/lPXM69jBu3biAqJAotglvgobiHaECYTEjhfW+XBF1RUaF/rFDU/TloGWOorKykUbwyRfGvexhj+PTgp3hz95tGJyKp714fK0evxLiW42o8565wR0LzBIyIG4Hk5GTExcW5xGcZEU8K73u7JOh9+/bpH7do0cIeuyCEEIPKVeV4etPT+Pn8z0bLNPJrhA2PbED7sPaOaxghZrJ5ghYEAXPnztX/f8KECbbeBSGEGJRVnIXRq0fjeNZxo2V6RPXA+onrEeJFq5MRabN5gp4/fz6OHTsGABg7diw6duxo610YVFFRUe3UelFREQBAo9FAo9Gu9cpxHHiehyAI1U5bGNvO87x+HtaIiAgwxqDRaPTbdfVWLQ+gxswzxrYrFAowxqpt17XF2Haxba/tmIxtp2MyvL1hw4b6+LvCMblinE5ln8LoNaORVZwFY6a2m4pvhn0DT3dPfR2m2s4YQ0TEvcFgFCf5HBPHcdU+9609pvv3IYZNE/S+ffvwxhtvAABCQkKwcOFCW1Zv0scff4wPPvigxvbU1FR4e3sDAPz8/BAeHo6cnBwUFhbqywQFBSEoKAiZmZkoLS3Vbw8LC4O/vz+uXbuGyspK/fbIyEh4e3sjNTW1WkCio6Ph5uaG5OTkam2Ii4uDWq1GWlqafhvP84iPj0dpaSkyMjL025VKJZo2bYrCwkJkZ2frt3t5eSEqKgr5+fnIy8vTb7f0mNLT0+mYzDgmjuOQkpLiUsfkSnHacn0L3j72Nio0FTCE53i83v51PBH3BK6nXa8Tx+SKcaprx6Sb98MWx1RSUgJzccxGV8AvXryIXr164c6dO/D09MT27dsN3l5lyqxZs/RJds+ePejbt6/o1xrqQesC6+urXWnG0m9dKpUKqampaNq0KRQKhey+Scr9mAAgJSUF0dHR+oFCdf2YXCVOAhPwzp538OmhT2GMv6c/Vo9bjYHRA81uu0ajwdWrVxETEwN3d3eKk4yOSaPRICUlRf+5b+0xFRUVISAgAIWFhfqcVBub9KDT0tIwePBg3LlzBwqFAqtXrzY7OVvLw8MDHh4eNbYrFIoaoy91v+T71bb9/rqMjeo0ZzvHcWZtt7TtYrfTMdXcrtFowBgz+LdUV48JqPtxKlWX4vH1j2NT0iaDzwNAs8Bm2DhpI+ID461qo+7/FCf5HJPu8qah970lx2TJXQBWJ+isrCwMHDgQWVlZ4DgOy5YtQ0JCgrXVEkKIUVfvXMWoVaNMLnYxNHYoVo1bBX9Pf8c1jBAbsuru67y8PAwaNAhXr2pn6FmwYAEmT55sk4YRQoghe9L21LoS1ctdX8bmSZspOZM6zeIedGFhIYYMGYJLly4BAObOnYvnnnvOZg2TEp7nER0dbfT0CHFtFH/pWHh8IV7c9qLRlaiUCiUWjViEJ9s/aZP9UezlSwqxtyhBl5WVYfjw4Th16hQA4O2338brr79u04ZJjZubXeZ0IXUExd+5VBoVXtz6Iv538n9Gy4R6hWL9xPXoHtXdpvum2MuXs2Nv9leDyspKjBkzBgcPHgQAvPTSS5g9e7bNGyYlgiAgOTnZ4Ohe4voo/s6VV5aHQT8OMpmcO4R1wPGnj9s8OVPs5UsKsTf768GkSZOwY8cOAED//v3x1FNP4cKFC0bLK5VK/fKT91uxYkW1/585c0b/eNu2bUhPT9f/PzY2Fj179jS3uYSQOuzCrQsYtWoU0grSjJYZ33I8licsh5fSy4EtI8T+zE7Q69ev1z/+66+/0LZtW5PlGzduXC3RVjV16lSjr/vkk0+q/X/KlCmUoAmRkQ2JG/D474+jpNL4BA8f9v0Q7/R+R39LDCGuhC6uEEIkhTGGjw98jHf+esfkSlQ/jvkRY1uMdXDrCHEcm80kJjVFRUXw8/Mza9YWY3QzwehmnSHyQvF3nHJVOZ7a+BRWXVhltExjv8bY8MgGtAtrZ/f2UOzly9axtyQnUQ9aJLVaDaVS6exmECeh+NtfZlEmElYn4OTNk0bL9GrUC+smrHPoSlQUe/lyduzp5j4RBEFAWloajeSUKYq//R3NOIpOSzqZTM7TOkzDrsm7HJqcKfbyJYXYUw+aEOJUP537CdM2TjO6EpWCU2D+kPl4vsvzdJqZyAolaEKIU2gEDd7c/SY+O/SZ0TL+nv74dfyvGNh0oNEyhLgqStAi0VR/8kbxt62iiiI8+tuj2JK8xWiZ5kHNsfGRjYgLjHNgy2qi2MuXs2NPo7gJIQ6Vkp+CUatG4XLeZaNlhsUOw6pxq+Dn6efAlhFiP5bkJPpqKAJjDCUlJXDR7zKkFhR/29l9dTe6LOliMjm/2u1VbJq0SRLJmTGGkuJiir0MSeF9TwlaBEEQkJGRQSM5ZYribz3GGL459g2G/DQEd+7eMVhGqVBiRcIKfDb4Myh48xe3twfh9GkoW7SAcPq0s5tCHEwK73tK0IQQu6rUVOLZzc/iha0vQMM0BsuEeoVi35P7MKX9FAe3zjT+/fehzMwEP2uWs5tCZIgGiRFC7Ca3NBcP//ow/r72t9EyD4Q/gA2PbECkb6QDWybC6dPgNm8GAHCbNgGnTwMdOji5UcSmSq8DFXmGn9No4FF2HcgvBhRGzuh4BAFejezWPErQInAcB6VSSfdgyhTF3zLncs4hYXUC0gvSjZaZ2GoiliUsQ333+o5rmFjvvw/m5gZOrdb+O2sWsGGDs1tFbKX0OrCpGSDcNfi0AkA0ACSaqIP3BEZesVuSplPcIvA8j6ZNmzp9yD1xDoq/+f5I/APdl3Y3mZxn95uNVeNWSTM5nz4NbNoETq0GAO2/GzdqtxPXUJFnNDmLJtw13gO3AfrEEYExhoKCAhrJKVMUf/EYY5j992yMWTMGpapSg2W83L3w+8Tf8Xbvt6V7VuL99wG3+04wurkBdC2aOBAlaBEEQUB2djaN4pUpir84ZaoyTPptEt7d867RMo39GuPQU4cwuvloxzXMXP/0nvFP71mPetHEwShBE0KsllGUgd7Le2PNxTVGy/Ru3BvHnz6OtqFtHdgyCxjqPetQL5o4ECVoQohVjmQcQafFpleimv7AdOx8YieCvYId2DILGOs961AvmjgQJWgROI6Dl5eXdK+XEbui+Bu38uxK9FnRBzmlOQafV3AKLBi2AP8b8T8oFXVgTWVTvWcd6kUTB6EELQLP84iKiqJRvDJF8a9JI2jwnx3/wZQ/pqBSU2mwTAPPBtj++Pa6s0xkbb1nHepFEwehTxwRBEFAXl4eDRKSKYp/dYV3CzFy1Uh8fvhzo2VaBLXAsaePYUDTAQ5smZXE9J51qBdNHIAStAiMMeTl5dFtNjJF8b8n+XYyui7tiq0pW42WGR43HIefOozYgFgHtsxKYnvPOtSLJg5ACZoQIsrO1J3o8n0XJOYZn1rpte6vYcMjGySxEpVZzOk961Avum5hDFAVObsVZqEETQgxiTGGr49+jWE/D0PB3QKDZTwUHvhxzI/4ZNAnklmJSjRze8861IuuGwQ1cG0tsKMbsC/B2a0xC83FLQLHcfDz86sbA12Izck5/pWaSszcMhNLTy81WibcOxy/T/wdD0Y+6MCW2ZCu92xuggbu9aJpjm7pURUBqUuBK18Bpdfubc8/BQQ84Lx2mYEStAg8zyM8PNzZzSBOItf43yq9hXFrx+HA9QNGy3SK6IQ/Jv6Bhr4NHdgyG9L1ni1VtRdNK11JQ+k14MrXQMoSQF1c8/nE+UD3Hx3fLgvQKW4RBEHAzZs3aRSvTMkx/mezz6Lzks4mk/Ok1pPw95N/193kDFh27fl+dC1aGvKOAgcmAhubAolfGE7OAHBtNVCW6di2WYgStAiMMRQWFtIoXpmSW/zXX16P7su643rhdYPPc+DwUf+P8PPYn1HPvZ6DW2dDll57vh9di3YeQQNc/w3Y0QPY0RW4vhZgtXyRZmog+X+OaZ+V6BQ3IQSA9ovIf//+L97f+77RMt5Kb/w89meMajbKgS2zk/ffBzhOO7rXWhxH16IdSVUMXF0OJH4JlKaJf51PHND830D0ZKDitnY9Z2uWnOQ9AY8gy19fC0rQhBCUVpZi6oap+PXSr0bLRPtHY+OkjWgd0tqBLbOjK1dsk5wBbT2Jxm8/IzZSegNIWgCkLAZUheJfF9IXaP4y0HA4wP1z4tjNCxh5xeh6zhqNBtdvXEejqEZQKIzcmeARBHg1Mu8YzEAJWgSO4xAUFCTLUbzE9eN/vfA6Rq8ejdPZxk/R9m3SF7+O/xVB9e3XW3C4y5eBWsYVCIKA/Px8BAQE1D7VK00Faz+3T2ivK19fCzCNuNdwbkDjidoec0BHw2W8GhlNsJwgwIeLBhcQ4LTYUoIWged5BAW50AcTMYsrx//QjUMYs2YMbpXeMlrm2Y7P4uthX8Nd4e7AljkAz9f6wcsDCAoLc0x7SHWCBsjcpE3MufvFv87dH4h7Boh/HqgfafHupfC+pwQtgiAIyMzMRMOGDWnBBBly1fivOLMCz2x+xuhiF7qVqGZ0nuHglkmHq8Ze0tSlwNUV2uvLJSniX+fdFGj2b6Dpk4C7t9XNkELsKUGLwBhDaWmpbEbxkupcLf5qQY3Xdr6G+UfmGy0TUC8A68avQ7/ofg5smfS4WuwlrSwTSPoGSFkEVN4R/7rgnv9cXx4F2HAWOynEnhI0ITJScLcAj6x7BNtTtxst0zK4JTY+shExATEObBmRrfzT2tPY11Zrb4ESg1MAjcZre8xBXezbPieiBE2ITCTdTsKoVaNw5fYVo2VGxo/ET2N/gq+HrwNbRmSHCUDmFm1ivrVX/OvcfYHY6UD8C3YdPS0VlKBF4HkeYWFhdA1Kplwh/jtSd2DCrxNQWGH81pQ3eryB2f1n173FLuzIFWIvKeoyIO0H7fXl4iTxr/NqAjR7CYh5CnD3sVfrqpFC7ClBi8BxHPz9/Z3dDOIkdTn+jDF8dfQrvLLjFQhGZljyUHhg6aileKztYw5unfTV5dhLDmPAtk5A0WXxrwnqpr2+HDka4B2brqQQe/paKIIgCLh69aqs5mIm99TV+FeoKzBt4zT8e/u/jSbncO9w7J+6n5KzEXU19pLEcdr7kmstx2uvLw86BAw+BDR62OHJGZBG7KkHLQJjDJWVlTSSU6bqYvxzSnIwbu04HLxx0GiZzhGd8ccjfyDCJ8KBLatb6mLsJS1uBnDxY0CoqPmcmw8QMw1o9iLg3cThTbufFGJPCZoQF3Mm+wxGrRqFG0U3jJZ5tM2j+H7k93V7sQsiLYK69p6uZwgQ/QSQ+v29bfWj/rm+PA1Q+tm3jXUMneImxIX8duk39FjWw2hy5sBh7oC5+GnMT5SciW2U5wDn3gf+iAJK0msv3/zf2n8DOgM9VgOjrgItXqHkbAD1oEXgeR6RkZE0klOm6kL8BSbgw30f4oN9Hxgt4630xi9jf8HIZiMd2LK6rS7E3mkKLgJX5gNpP907ZX3la6DjF6Zf59cSeOg84NdKe11aoqQQe4656MWVoqIi+Pn5obCwEL6+dE8ncV2llaWY8scU/Hb5N6NlmjZoio2PbESrkFYObBlxWRW3gd/DAUFVfbubDzD6BvWGDbAkJ9HXQhE0Gg2SkpKg0YhcRYW4FCnH/3rhdfRc3tNkcu7XpB+OTTtGydkCUo69U3kEAo0MjMhWFwOpSx3fHjuQQuwpQYtEt1nImxTjf/D6QXRa3Alnss8YLTOz00xsf3w7AusHOq5hLkaKsZcE3bXk+135SjtgzAU4O/aUoAmpg5adXoZ+P/RDblmuwefdeDcsHL4Q3w7/1vWWiST2V1lQe5mAB4CQvlU2cNoFK7r/qJ0rm1iNBokRUoeoBTVe3fEqvjr6ldEygfUCsW7COvRt0tdxDSN1H2NAzh7t/Ni3jwAJ1wA3L9Ovaf4ycPso0HSq9lYp33jHtFUmaJCYCLob1pVKJTgJjzok9iGV+N8pv4OJ6yZi59WdRsu0DmmNDY9sQNMGTR3YMtclldjblaZSu5JU4hdAwdl72zt9C8TPNP1aJmh72x4Bdm2iM9g69pbkJOpBi+TmRr8qOXN2/BPzEjFq1Sgk5ycbLTOq2Sj8NOYn+Hg4ZjEBuXB27O2m4rZ27eWkb4DymzWfT5wPxD2rnXrTGI53yeSs4+zY0zVoEQRBQHJystMHDBDncHb8t6VsQ9fvu5pMzm/1fAu/T/ydkrONOTv2dlGUBByfqZ1Y5OzbhpMzAJSkAJmbHds2CZFC7F30qyEhdR9jDPOPzMd/dv7H6GIXnm6eWDZqGSa1meTg1pE6hTHg1t/a09iZmwCIvLKZ9A0QOcquTSPGUYImRIIq1BV4dsuzWHFmhdEyET4R+GPiH+jcsLPjGkbqFkEFXFurTcx3Tol/nWcIEPe89hQ3cRpK0IRITHZJNsauGYvDGYeNlunSsAv+mPgHwn3CHdgyUmdU3gFSFgNXFgDlmeJf59daOzK7ySRA4Wm/9hFRaBS3CIwxCIIAnudddyQnMcqR8T918xQSVicgoyjDaJnH2z6OJSOXwNONPkDtrc6994tTtROFXF0GqEvFvy58qDYxhw2U9PzYjmTr2NNUn3akVrvGzDjEMo6I/9qLa9FzWU+jyZkDh08GfoKVo1dScnaQ20m38UXEF7iddNvZTTGOMeDWAeDvscCmOCBpgbjkzHsAMU8BD10A+m0FwgdRcr6Psz/3KUGLIAgC0tLSXGskJxHN3vEXmID39ryHiesmolxdbrCMj9IHmyZtwms9XqsbPTkXce7ncyi7VYbzv5x3dlNqElRA+mpg+4PArl5Axu8QNfjLIxho/b52IpIHvwf8aY52Q6TwuU/XoAlxopLKEkz+fTJ+T/zdaJmYBjHYOGkjWga3dGDLCABcWntJ/2+/D/o5uTX/qCwEUpdol3YsM7zut0G+Lf65vvwY4EZrgdcFlKAJcZL0gnQkrE7AuZxzRsv0j+6PtQ+vpcUunCDvSh5uX9Ge2s5LzMPtpNsIjHdiHErStEk59XtAXSL+dWGDtIk5fLDpSUeI5FCCFokWbJc3W8d//7X9GLt2LPLK8oyWeb7z8/hiyBe02IWTXP7tMjieAxMYOJ7Dpd8uodebvRzfkNzD2tukMtZrp9YUg1dqe8rN/gU0aGvX5rkyZ3/uU4IWQaFQID6eJoGXK1vH//tT32PmlplQ3b/Y/T/ceDd8+9C3mN5xus32Scx3cc1F6G5yYQLDxTUXHZegBbX2mvLlfxauEMsjEIidAcQ/B9QLs1/7ZEAKn/uUoEVgjKG0tBReXl40QEeGbBV/taDGy9tfxoJjC4yWCawXiN8m/IY+TfpYvB8ijvquGjdP3YShO03L88uRcy6n2racszm4sukK6gXUvH7LcRzCHwiHm6eNPlKPPgWkrRRf3rcZ0OzfQPQTgFt927RB5qTwuU8JWgRBEJCRkYG4uDgoFLTOqdzYIv755fmYuG4idl3dZbRMm5A22PDIBkQ3iLa0qcQMJ5ecxLYXtxl9Xnd6u+r/V49abbT80K+H4sEXHrRN45o8Ji5Bh/bXXl+OGEbXl21MCp/7lKAJsbPLuZcxavUopOSnGC0zuvlorBy9kha7cKCOT3dEflI+jn1zDOBQ4w6lqsnZ0P8B6F/X5YUu6Ph0R9s1LmwQ4NcKKLxY8zneHWg8CWj+b6BBe9vtk0gOfeUixI7+TP4TXZd2NZmc3+n1Dn6b8BslZwdz83TDsAXD8MiGR+Dh5wHezbyPQ86Ng6efJx7Z+AiGfT1M/OltQaP9MVk5p+0ZV6VsALR8ExiVBnT7gZKzDFCCFoHjONdesJ2YZEn8GWP4/NDnGPHLCBRVFBksU8+tHlaPW43/9v8veDo96TTNRjXDzAszEdkt0qzXNereCDMuzECzkc3EvUBVop0be3O8dkR2bZo8ql20wjsW6PQtMPoG0P4joH5Ds9pJLCOFz32ai5sQG7urvotnNj+DlWeNX0OM9I3EHxP/QMcIG54WJVYRNAIOfnIQf73zl+kJuTig/+z+6PF6D/AKEV+syjK0iTllMaAq0G4L7AoMMb4Yil5RMuATQ9eXXQDNxW0njDEUFBQYHO1JXJ858b9ZfBP9fuhnMjl3jeyK408fp+QsMbyCxwPTHhBV9oGnHxCXnBkD9gwBLn96LzkD2lunckUkaN84Ss5OIoXPfYq8CIIgIDs7m+bilimx8T+ZdRKdl3TGkQzj961ObjcZe6bsQZg33aMqGaXXgfxTQP4pJP68o/byDNpy/7wGpdeNl+U4IO45w88lfmFZe4lDSOFzn0ZxE2IDay6swdQNU40udsFzPD4d+Cle7vYyjWWQktLrwKZmgHAXAHBx6RPgEA32T9+F5zUQBIX+XwDgeAGXlv6OjiE/auvgPYGRVwCvRob30XQKcO4d7RrNVWWs107f6U231RHDqAdNiBUEJuCdv97BI789YjQ5+3r4YvOkzXil+yuUnKWmIk+fnMtL6iH9cjQY034scpyAoIZ5mPTqzwiMyAPHaXtSTOCRdika5aX/LPkp3NXWY4ybFxD7bPVtwT2Anr8C9Y0kdUJAPWhROI6jWcRkzFj8iyuK8cTvT2DDlQ1GXxsbEIuNj2xEi+AW9m4msdKVk83ABB7gGMA4dBlyDAMf2Qk3dw2atkrDrjUDcXRbV4BjYAKPKyeboX3vs+Iqj38euPIl0HCU9v7lIBtNaELsRgqf+5SgReB5HlFRUc5uBnEwlUaFLclbkJiXiJLKEnhf80bzoOYYHjccGUUZGLV6FC7cumD09QObDsTah9eiQb0GDmw1sdSlY9rlPD3r3cWYmesR3yFZ/5ybUo2hT2xD01ZX8fvCMbhbVg+XjrYSn6DrRwBjMrX3MpM6QQqf+5SgRRAEAfn5+QgICHD66ibE/rKKs7DoxCIsPLEQuWW5cOPdwIEDA4NaUMPfwx8Vmgqjp7QB4MUuL2LekHlw4+ktVlfcuhGCJi3SMPa53+DTwPByjvEPJGHmp9/ht2/H4lZG8L0n7uYYLF8NJec6RQqf+/TpIQJjDHl5eWjQgN5grm5v+l6MXDUS5apyaJh2tie1oK5WpqCiwOjr3Xl3fDf8O0x7YJo9m0nsYOan38HdoxK1ndH0aVCMKW//AFWF8t7Ga2u082ETlyGFz31K0IT8Y2/6Xgz6cRAEJkAQu+5uFcH1g/HbhN/Qq7ET1gwmVlN6Voouy3H3lc/4A9BUAgql0dcQYi5K0IRAe1p75KqRFifnFkEtsPWxrWjs39gOrSN2UVkI5Oy1TV3dfqTkTGyOErQIHMfBz8+PRnG7sEUnFqFcVW5Rcga0q1FRcpY4TQWQdwTI3qX9yT8GWBjvGmh+bJcjhc99moubyJ5Ko0LDLxoityzX4jpCvEKQ8e8MuCvcbdgyYhUmAAXn7yXkW38DmjL77GvoSSBA3DShRJ4syUnUgxZBEATk5OQgNDSURnG7AI2gQXJ+Mk7fPI0z2Wew4+oOq5IzANwqvYU/k/9EQvMEG7WSWKT02r2EnL0bqLAurkS+pPC5TwlaBMYYCgsLERIS4uymEDOVqcpwPuc8zmSfwelsbUI+l3PO5C1SllBwCiTmJSIBlKAdqiIfyNlzLymXGF93mxBzSOFznxI0cRm5pbn6JKz7uXL7isXXlc3BczyKK4vtvh9SRcpi4NizML02JCF1FyVoUucITMDVO1f1SViXlLOKs5zaJh+lj9P2L0t+bWBxcnbzAkL6Ar7NaFUpIlmUoEXgOA5BQUE0itsJKtQVuJh7UX+9+EzOGZzNPiu53qqGadA8qLmzm1H3MQaUXAXyDgPRj5suG9gZcPcFVEW118spgKCuQOhAIGwgENhFe1tU/ilK0MQgKXzuU4IWged5BAUFObsZLi+/PB9ns89W6xVfzrtcYyYvW/Pz8EOZqgwqQWVxHSFeIXgo7iEbtkpGKm5XGdi1CyhN124P6W18CUcA4N2A0H5AhpHFSvxaaZNx2EBtXe50NwcRTwqf+5SgRRAEAZmZmWjYsCGN4rYBxhiuF16vcb34WuE1u++7sV9jtA9rjw5hHdA+rD3ah7VHI79GmLV3Fubsn6Of3tMcPMdjRqcZdIuVpTI3A0eerLk9ezcQM9X0a0MH3kvQ9SKAsEHahBzaX7tARW08grTrOf+z5KRFeE9tPcSlSOFznxK0CIwxlJaWwkVvGbcrlUaFy3mXa1wvLrhbYNf9uvFuaBncUpuEQ9ujQ3gHtAttZ3RlqWc6PYMvjnyBMlWZWYPKeI6Hl7sXpnecbqumy0/YAMPbs3fVnqAbjgDAtEnZtzlqnUj7fl6NgJFXjK7nrNFocP3GdTSKagSFQmG4Do8g0z19UidJ4XOfEjSxmaKKIpzLOVftevGFWxdQqRE/x7ElfJQ+aBfWrlqvuGVwS3i6eYquI8InApsmbcKgHwcBgKgkzXM8eI7HpkmbEOEjorcmF4wBxcn3Jgfp/iPAmzi7UD9Sm1yLEqtvz9mlrctU0vVuAjR7wbr2ejUynmA1GlTc9gEC4gBjCZoQO6EETczGGMPNkpvVEvHpm6eReifV7vtu6NNQn4R1p6qjG0SD56w/BdW3SV/sfGInRq0ahTJVmcnT3bqe86ZJm9CnSR+r913nlecAObvvXUcuu3HvuWYvAME9TL8+bGDNBH33FlCcpB1pTYgMWZSgT5w4gT///BMHDhzApUuXkJubC3d3d0RERKBHjx546qmn0LNnT9H1bd26FYsXL8bx48eRm5uL4OBgdO7cGdOnT8ewYc5fwo3neYSFhcny+rNG0CDpdlK109Nnss9YPfNWbXiOR7PAZtWuF7cLa4cQL/tOGtC3SV8kPp+IxScX47vj3yG3LBcKTgGe4yEwARqmQYhXCGZ0moHpHafLt+esKtH2jrN3aXu6BeeNl83eJSJBDwKSvgHqR1W/jlwv1LbtNpOc3/tyJ4XYmz0Xd+/evbF///5ay02ePBlLliyBUml8hRdBEDB9+nQsXbrUaJlp06Zh0aJFZv+SaC5u85WpynAu51y1gVv2mHXrfvXd66NtaFu0D/2nVxzeAa1DWqO+e3277rc2Ko0Kfyb/icS8RBRXFsNH6YPmQc3xUNxD8hsQJqiA28fv9ZDzDgNM5Oj64J7AoFo+M9RlQFkm4BNr/nVkQuoAh8zFnZWlnQwiIiIC48ePR69evdCoUSNoNBocPnwY8+bNQ2ZmJlauXAmVSoVffvnFaF1vv/22Pjl36NABr732GmJiYpCamopPP/0Up0+fxvfff4/g4GB89NFH5jbVZgRBQHp6Opo0aeIy36Rvld6qMXAr6XaS3WfdCq4fjA7hHapdL44LiIOCl971PXeFOxKaJ2CkMNLl4l8rxrSnnLN3/tNL3guoLbz3PO8IoCoG3E1M5OJWH/CNs6x+O3LF9z4RRwqxN7sHPWLECEyePBnjxo0zOKoxLy8PPXr0QFJSEgBg37596N27d41ySUlJaNWqFdRqNTp16oS///4b9erV0z9fVlaGPn364MSJE3Bzc8Ply5cRGxsrup227EFrNBokJycjLi7O+EhOidLNulX1erGjZt2KC4ircb04zDuszk34Upfjb5ayrOrXkctt8TfCAQ06AN1/Bvzq3kQusok9qcHWsXdID3rz5s0mnw8KCsK8efMwcuRIAMC6desMJugvv/wSarX2FNmCBQuqJWcAqF+/PhYsWIBu3bpBrVZj/vz5+Pbbb81trqzcVd/FxVsXq/WMz+acRUlliV3366HwQOuQ1tWuF7cNbQsfD5r6UtJURUDOvnvXkQsv2aZer2gg/J/ryCH9AE+6R5gQS9hlFHe/fv30j1NTa47sZYxhwwbt5ALNmzdH165dDdbTtWtXNGvWDFeuXMGGDRvwzTff1Lnel73oZt2qOnDLEbNuNfBsgA7hHapdL24W2Ex+12TrIk0lcPvovR7y7aOABROz1KAM0N7LrJu1y7up9XUSQuyToCsqKvSPDZ0aSEtL01/L7tPH9C0qffr0wZUrV5CZmYn09HRER0fbtrEi8DyPyMhIp1yHYIzhWuG1agO3TmefxvXC63bfdxP/JjVm3YryjZLdlyRnxt8qjAGFF+4l5Fv7AHWp9fUqPIHgXvcScoP2gA1uc5OiOht7YjUpxN4uCXrfvn36xy1atKjx/KVL906lNW9u+rpU1ecvX77s0ASt0qiwJXkLEvMSUVJZAm+lN5oHNcfwuOF26TFWnXXr9M3T+uvFjph1q1Vwq2rXi03NuiU3HMfB29vb2c0wT9Y27fSZd3NsUBkHBHS6l5CDu2uTtAzUydgTm5BC7G2eoAVBwNy5c/X/nzBhQo0yGRkZ+seRkZEm64uKitI/vnHjhomStpNVnIVFJxZh4YmFyC3LhRt379ekZmoE1w/GjE4z8EynZyy+D7aooki/MISuV3wx96JDZt2qOmhLN+uWh5uHXfdbl2k0GqSmpiImJqbuDBSqH2VdcvaO1Sbj8EHaZRk9AmzWtLqkTsae2IQUYm/zBD1//nwcO3YMADB27Fh07NixRpni4nu3a9T2DcXLy0v/uKTE+GCnioqKaqfWi4q0S9BpNBpoNNrrbBzHged5CIJQbX7Vqtv3pO3B6LWjUa4q188kpb7vfs/cslzM2T8HXxz5An9M+AN9m/QFAP2pEEG4d6sSYwzZpdnVbmc6m3PWobNutQttp79m3DSgKRS8osbvgDEGjuP0vysdQ8dkartCoQBjrNp23e/X2HZT8RCzned5cBxndLu1xwRU/zty6jExFbj8Y9AEdK92v3CNtns3A+8ZBu5udo1jMYR5BAOh/cGFDwIL6Q+h/r2pLzmOA/9P3VKOkz3+9jQaDdRqNQRBgEJR831TF4+ptu10TNC3Ra1WV3vOmmO6fx9i2DRB79u3D2+88QYAICQkBAsXLjRY7u7deyvHmJrIBAA8PO717MrLjU+Y8fHHH+ODDz6osT01NVX/JcDPzw/h4eHIyclBYWGhvkxQUBCCgoKw7sQ6PLbtMQhMgADT9wNrmAZllWUY+vNQLO27FF1CuqBR40a4WnQV285sw+WCy0i8k4jEgkTkV+SbrMtaPMcj1j8W8T7xaNGgBZr7N0f3mO5oHtUcN27cQGmp9rqjJk+DYrdi+Pv7Iz09HZWV93rrkZGR8Pb2RmpqarU/sujoaLi5uSE5ObnaPuPi4qBWq5GWlnavHTyP+Ph4lJaWVjtLolQq0bRpUxQWFiI7+17C8PLyQlRUFPLz85GXd2+xgtrilJmZqT8mAAgLC7PrMcXExEClUiElJUX/BnXYMaVdBVd4Hl7Fh1G/+DC8Sk8CmnLcaLUFdz3uDcYydEzh9TvD7+4mGKSoD3VgD+S7d0CpTzdU1IuH0sNTe0wFBciuUk9diZM9/vYEQUB+fj7y8/MRGhrqEsfkinGyxzFxHIf8/Pxq73trjslUB9MYs++DNubixYvo1asX7ty5A09PT2zfvt3g7VUA8Nlnn+G1114DoJ3mc+jQoUbr3bp1Kx56SLvO7ueff45XXnnFYDlDPWhdYHX3nJn61pVdmo1m3zQzezUjDpx+5aSk20kOnXWrXWg7/RSYHgoP+nZsxx50UlJStVNdDjum67+DPzC2RnuEDl+Axb9osu1c2krwx/4PAMA4HgjoDBY6ACx0ABQhPcB4pUvFyV496JSUFMTFxcHd3d0ljqm27XRM2u0ajQZJSUmIjY3Vv++tOaaioiIEBATY9z5oQ9LS0jB48GDcuXMHCoUCq1evNpqcAcDH5979sbV9q6j6LcjU6XAPD49qvW0dhUJR4/qBoVF5i04sQrmq3OyZtBgYVIIKZ3POmvU6MUK8QvTXiXX/xgbEmjXrlrERiMa2G7vWYs52juPM2m5uGx19TIwxNG3aFO7u7jVGsNv9mML6akdI3/d3yef8BbT4t+m2RwwB4p4DwgeBC+kDKP1RtfXc/eV12+tonADb/+3pzqC4ubmJKm9N241td7X3E1A3jkmhUCAmJsbg+96SY7LkOrbVCTorKwsDBw5EVlYWOI7DsmXLkJCQYPI1VQeGVT0lYEjVgWFVB4zZkkqjwsITC02uXmRPHDjEBsTWuL84zDvMKe2RpdLrRtcEBmNwEwSA543PE23OmsDqciDvoPbWp1bvAO4mxmEoG2hHUN8+Vn37rb3a+bFNLuMYAXT+RlybiFG65Ezkx9mxt2rveXl5GDRoEK5evQpAOyPY5MmTa31dy5Yt9Y8TExNNlKz+vKFbtmxhS/IWu6/OpOOh8ECb0DZoH6pNwu3D2qNNSBuadcuZSq8Dm5oBwl2DT3MAav3uy3sCI68YTtKCBrhz+t79yLkHAOGfyzEhfYCIWlZsCxtYM0GrS7TbalslilhFEASa6lOmpBB7ixN0YWEhhgwZor+nee7cuXjuuedEvTY6OhoRERHIysqqds+0IX///TcAoGHDhmjSpImlzTUpMS8RbrybzWfhCqgXUG2Sj/Zh7dE8qDncePpGLikVeUaTs2jCXW09Xo20E4SUXL2XkHP+AiqNDBTM3iUuQV/8CODcgKCu9+5HDuxiXZsJIZJmUaYoKyvD8OHDcerUKQDaValef/110a/nOA4JCQlYuHAhEhMTceTIEYPTfR45ckTfg05ISLDbDFYllSXgYH3dzQKb4dE2j+qTcqRvpOxm3ZK1mzuA5IXapFuaLu412btqLxPUHeizGQjpbXpFKEKISzF7DrPKykqMGTMGBw8eBAC89NJLmD17ttk7/te//qU/bfDCCy/UuIWqvLwcL7zwAgDtdYB//etfZu9DLG+lNxisG8yu4BSY2n4q3uvzHkY2G4koP/lNiSl7Z98EUr8Xn5wBoOAcUF7LhCIKD6DhcErOhMiM2T3oSZMmYceOHQCA/v3746mnnsKFCxeMllcqlYiPj6+xPT4+Hv/5z38wd+5cnDhxAj169MDrr7+uXw/6k08+wenTpwEA//nPfxAXZ7+1YpsHNbf69LaGadA8qO4tp0eczN1Xu+5yvVBnt4QYwPM84uLijI7+Ja5LCrE3+z5oc3uFjRs3Rnp6usHnBEHA008/jWXLlhl9/VNPPYXFixeb/UsyZ+1NlUaFhl80tGqgWIhXCDL+nUGrOtVF+aeAbTVnvLML3l17ylp3HTmgE0BjEiSLMYbKykoolUo6IyYzto69JetBO/VrIc/zWLp0KbZs2YKEhARERERAqVQiIiICCQkJ+PPPP/H999/b/RuMu8IdMzrNgIKzbKQez/GY0WkGJee6SF0OFF627z782wHNXwH6bgUevgMM3Au0fkc74IuSs6QJgoC0tDSDk9cQ1yaF2Jv96WCjiceqeeihh/SzhTnLM52ewRdHvjB7JjGe4+Hl7oXpHafbsXXEpu6cAy7O0V7/LU6qMQmI1eo30i4yEToQCOsPeIbYtn5CiCzQ1/d/RPhEYNOkTRj04yAAEJWkeY4Hz/HYNGmTxataESdgGuD6WtvX2/JNIOb/AO8Y4xOaEEKISDTyoYq+Tfpi5xM74eXuVevpbl3PedcTu9CnSR8HtZBUwwSgOAW4sR44Nwv4eyzwZ9vae8R+LQALL2eY1OhhwCeWkrOLoQFi8uXs2FMP+j59m/RF4vOJWHxyMb47/h1yy3Kh4BTgOR4CE6BhGoR4hWBGpxmY3nE69Zyd6fyHwIWaK5ihJA3wiTH+OoUn4NsMKLxkv7YRl6BQKAzehUJcnxRiTwnagAifCMzqOwtv93obfyb/ict5l5Ffko8A7wC0CGqBh+IeogFh9iKogeJkQFWoHURlin9rw9sLzplO0ADg35YSNKkVYwylpaXw8vKiUdwyI4XYU4I2wV3hjoTmCRihGeH0OVld0t08bTItOAcUnNUO3iq8qJ2n2q81MPy86df7tzW8veAcEDXG9GsDOgNFV7R1KAOAK/MtOwbi0gRBQEZGBr33ZUgKsacETexPU6mdjEOfjP/5Kb9p/DVFiYCmQjuLljHeMYCiHqC5bw3ugnO1t6nFy9ofQHsfNCVoQojEUIImtsMYcDdb2xOu2jMuvAwwM2dqY2ptkm7QzngZXqHtaecf1/5fUU/7f9+Wxl9DCCF1BCVoETiOo5mE7qcuB4ou3ZeMzxlfU9kSBedMJ2gAaPWWNpn7t9X2qHk6DUlsh9778iWF2FOCFoHneTRt2tTZzXAOxoCyG/cS8J2z9pvg435iTlVHjbZ+Px5B2vWcrVlykvfU1kNciqzf+zInhdhTghaBMYbCwkL4+fm59jdpdbn2lHTBueo9Y1WhA3bOAT5x2p6wf1ugQVvtPNWO4NUIGHnFaO+fMYaSkhJ4e3sbj79HkLYe4lJk894nNUgh9pSgRRAEAdnZ2fDx8XHtkZx3TgM7e9h/P8oG2vmpdYnYvy3g1wpwq2//fRvj1choghU0GmTmJiMukkbyyo1s3vukBinEnhK0q6ssAArOa+/5jZ1uepYrY/cVW4pTAL7N7/WK/dtqrynXi6DZtgghpBaUoF1R1jYg6Vvt6emy6/e2NxwJ1Dcx85m7L+AVDZSmmb9Pz9D7EnFbwLeF6dukCCGEGEUJWgSO4+rWTEIVuUDW5prbC86ZTtCANrGaStC8EvBrWb1H7NcGqBdqXZslrM7Fn9gMxV6+pBB7StA6pdeNDhLiAUR5ASjINf56ewwS0lQCxVeqD9ji3YE+G02/ztQMWxFDa39txgbt4/qR1XvF/m0B33htG2SE53lERUU5uxnECSj28iWF2FOCBrTJeVMz62+zGXnFsiTNGHA3p8qtTP/8W3QJEFTVyyrqA4LG9P2+vs0Bzq3m5CB3ztbeliZPAKH9Af82gEeg+cfiggRBQH5+PgICApy+ug1xLIq9fEkh9pSgAW3P2ZrkDGhfX5FXe4LW3NUO2Lr/VqYKE73zaq8vA0pStT1ZYxQe2iRdeKH6djH3FfvGaX+IHmMMeXl5aNCggbObQhyMYi9fUog9JWh7qTHBx7kqE3xorKu74JzpBA0AwT20g770tzK1s/0obUIIIXZDCdqWbqwHri6/N9uWvSb4KDgHNHrYdJku/7PPvgkhhDgEJWhbujjHvvUrG2h7xPVpxipH4jiOZpKSKYq9fEkh9pSgpcjgBB9tgXoNaYIPJ+B5HuHh4c5uBnECir18SSH2lKCdzSNYey+x/z/XiWmCD8kRBAE5OTkIDQ2lkbwyQ7GXLynEnhK0o9w/wYfux4Un+HAVuknzQ0JCnN0U4mAUe/mSQuwpQdtDvYb3ZtmS8QQfhBBCLEcJ2pY6LwIajaMJPgghhFiNLqrYUmAnSs4uiOM4BAUF0UheGaLYy5cUYk89aEJqwfM8goKCnN0M4gQUe/mSQuypB01ILQRBwI0bNyAIgrObQhyMYi9fUog9JWhCasEYQ2lpKRhjzm4KcTCKvXxJIfaUoAkhhBAJogRNCCGESBAlaADwCNKu52wN3lNbD3E5PM8jLCyMZpKSIYq9fEkh9jSKG9Cu4TzyinY9Z0t5BNW+FjSpkziOg7+/v7ObQZyAYi9fUog9JWgdr0ZGE6wgCEhPT0eTJk3om7QMUfzli2IvX1KIPf3FicAYQ2VlJY3klCmKv3xR7OVLCrGnBE0IIYRIECVoQgghRIIoQYvA8zwiIyPpGpRMUfzli2IvX1KIPQ0SE4HjOHh7ezu7GcRJKP7yRbGXLynEnr4WiqDRaJCUlASNRuPsphAnoPjLF8VevqQQe0rQItFk+fJG8Zcvir18OTv2lKAJIYQQCaIETQghhEgQJWgReJ5HdHQ0jeSUKYq/fFHs5UsKsae/OpHc3GjAu5xR/OWLYi9fzo49JWgRBEFAcnKy0wcMEOeg+MsXxV6+pBB7StCEEEKIBFGCJoQQQiSIEjQhhBAiQRxz0XXUioqK4Ofnh8LCQvj6+lpVF2MMgiCA53lwHGejFpK6guIvXxR7+bJ17C3JSdSDFkmtVju7CcSJKP7yRbGXL2fHnhK0CIIgIC0tjUZyyhTFX74o9vIlhdhTgiaEEEIkiBI0IYQQIkGUoEWiqf7kjeIvXxR7+XJ27GkUNyGEEGJnNIrbThhjKCkpgYt+lyG1oPjLF8VevqQQe0rQIgiCgIyMDBrJKVMUf/mi2MuXFGJPCZoQQgiRIErQhBBCiARRghaB4zgolUqa6k+mKP7yRbGXLynEnkZxE0IIIXZGo7jthDGGgoICGskpUxR/+aLYy5cUYk8JWgRBEJCdnU0jOWWK4i9fFHv5kkLsKUETQgghEkQJmhBCCJEgStAicBwHLy8vGskpUxR/+aLYy5cUYk+juAkhhBA7o1HcdiIIAvLy8migiExR/OWLYi9fUog9JWgRGGPIy8ujWy1kiuIvXxR7+ZJC7ClBE0IIIRJECZoQQgiRIErQInAcBz8/PxrJKVMUf/mi2MuXFGLv5rQ91yE8zyM8PNzZzSBOQvGXL4q9fEkh9tSDFkEQBNy8eZNGcsoUxV++KPbyJYXYU4IWgTGGwsJCGskpUxR/+aLYy5cUYk8JmhBCCJEgl70GrfvWU1RUZHVdGo0GJSUlKCoqgkKhsLo+UrdQ/OWLYi9fto69LheZ0yN32QRdXFwMAIiKinJySwghhBCt4uJi+Pn5iSrrsnNxC4KArKws+Pj4WD1MvqioCFFRUbhx4wbN6y1DFH/5otjLl61jzxhDcXExIiIiwPPiri67bA+a53lERkbatE5fX196k8oYxV++KPbyZcvYi+0569AgMUIIIUSCKEETQgghEkQJWgQPDw+8//778PDwcHZTiBNQ/OWLYi9fUoi9yw4SI4QQQuoy6kETQgghEkQJmhBCCJEgStCEEEKIBLlEgr527RpeeeUVNG/eHF5eXggICEDnzp3x2WefoayszKq6BUHApUuXsGLFCsycOROdO3eGh4cHOI4Dx3HYu3evqHq2bNmCWbNmYfjw4WjRogWCgoLg7u6OBg0aoGPHjnjllVdw5coVq9oqV/aMf1lZGdavX48ZM2agc+fOaNCgAdzd3REYGIhu3bph1qxZyM7ONqvO0tJSfPvttxgwYAAaNmwIDw8PhIaG4oEHHsALL7yAHTt2WNVmAty6dQubN2/Ge++9h2HDhiEoKEj/nn3yySdtth+1Wo3Tp09j0aJFmDZtGtq2bQs3Nzf9vtLT0222LyLOiRMn8OGHH2Lw4MGIjIyEh4cHvL29ER8fj6lTp+LAgQM22U9hYSF+/vlnTJ06Fe3atYOfnx/c3d0RHByMfv36Yd68eSgoKLBuJ6yO27hxI/P19WUADP7Ex8ez5ORki+tfsWKF0boBsD179tRah0qlMlmH7sfd3Z19/PHHFrdVjuwZ/7NnzzJvb+9a4+br68tWr14tqs6//vqLNW7c2GR97dq1s6i95B5Tv98pU6bYbD+zZs0yua+0tDSb7YvUrlevXqI+aydPnswqKios3s+ff/7JPDw8at1PWFgY++uvvyzeT52eSez06dOYOHEiysvL4e3tjTfffBP9+vVDeXk5Vq9ejSVLliApKQnDhw/HiRMn4OPjY/Y+WJVB7u7u7mjTpg1UKhXOnz9vVj1+fn7o27cvHnzwQTRt2hTh4eGoX78+srKysHfvXixbtgyFhYV488034e/vj2effdbstsqNveNfVFSEkpISAECPHj0wYsQIdOrUCYGBgcjNzcX69euxZMkSFBUV4bHHHoOvry+GDRtmtL5du3Zh5MiRuHv3rj7Gffv2RUhICMrKynD58mVs3rwZOTk5Vv1eSHWNGjVC8+bN7XJmourng6enJ9q3b4/c3FykpqbafF+kdllZWQCAiIgIjB8/Hr169UKjRo2g0Whw+PBhzJs3D5mZmVi5ciVUKhV++eUXi/Zz+/ZtVFRUgOd5DBo0CEOHDkW7du3g7++PjIwM/Pzzz1izZg2ys7MxYsQIHDx4EO3btzd/RxandgnQfVtyc3Njhw4dqvH8p59+qv8m8/7771u0j6NHj7Kvv/6aHT58mJWXlzPGGHv//ffN6kEzxpharTb5/NWrV1mDBg0YABYcHFxreWL/+B88eJBNmDCBXbx40WiZP/74g3EcxwCwmJgYJgiCwXK3bt1igYGBDABr3749y87ONlqnNd/sidZ7773HNm3apP89p6Wl2aUHvW3bNva///2PnTp1iqlUKsYYY1OmTKEetJMMHz6crVmzxujnZ25uLouPj9fHZ9++fRbtZ/Xq1eyZZ55h165dM1rm66+/1u+nX79+Fu2nziboo0eP6g/+mWeeMVhGo9GwFi1aMADM39+fVVZW2mTfliRoMZ555hl9vRcuXLBZva7ImfG/37hx4/RtOXnypMEyTz31FAPA6tevz9LT0+3SDmKcvRK0IZSgpW3Tpk36+Lzwwgt23VenTp0YAMbzPMvNzTX79XV2kNgff/yhfzx16lSDZXiex+TJkwEABQUF2LNnjyOaZrGqp2Dv3r3rxJZIn5Ti369fP/1jQ6c279y5oz+V9vjjj6Nx48Z2aQchpHa1vV9tqW/fvgC0g43T0tLMfn2dTdC6kXheXl7o2LGj0XJ9+vTRPz548KDd22Wp8vJybNiwAYA2scTHxzu5RdImpfhXVFToHxta2H3z5s0oLy8HAIwaNUq/vaysDCkpKcjOzjZrEXdCiOVqe79KaV91NkFfvnwZABAbGws3N+Nj3Zo3b17jNVKhUqlw/fp1rF69Gt27d0dycjIA4P/+7/8sGtAmJ1KK/759+/SPW7RoUeP5I0eO6B+3adMGx48fx+DBg+Hj44O4uDiEh4cjNDQUzz//PA0QI8TOanu/2mNf7u7uiI2NNfv1dXIU9927d5GXlwcAta753KBBA3h5eaG0tBQ3btxwRPNMSk9PR3R0tNHnhwwZgnnz5jmwRXWPlOJ/9uxZbNmyBYA2+Rp6w1+6dEn/eM+ePZg2bRrUanW1Mrm5ufj222/x22+/Ydu2bWjXrp3N20qI3AmCgLlz5+r/P2HCBLvta8uWLTh37hwA7ee6JWtK18kedHFxsf6xt7d3reW9vLwAQH/LjBQFBQVhzZo12LJlCy0MXwupxL+iogLTpk2DRqMBAMyZM8dgufz8fP3jZ599FhzHYfbs2bh+/ToqKipw8eJF/eQZ2dnZGD16NIqKimzaVkIIMH/+fBw7dgwAMHbsWJOXx6yRn5+P5557DoD21PaHH35oUT11MkFXHUClVCprLa9bLkx3HdCZGjZsiPPnz+P8+fM4ffo0Nm/ejOeffx6lpaV49tln8emnnzq7iZInlfg///zzOHHiBABgypQpGDlypMFypaWl+sd3797F0qVL8fbbbyMqKgpKpRItW7bE8uXLMX36dADasywLFy60aVsJkbt9+/bhjTfeAACEhITY7T2m0Wjw2GOP4dq1awCAd955Bx06dLCorjqZoD09PfWPKysray2vu1Bfr149u7VJLHd3d7Ru3RqtW7dG+/btMXz4cCxYsABHjhwBx3F466238H//93/ObqakSSH+H3/8Mb7//nsAQOfOnfHtt98aLVu1vW3btsUTTzxhsNxHH32k/zKxZs0am7WVELm7ePEixowZA7VaDU9PT/z6668ICQmxy75mzpyJbdu2AQBGjBiBd9991+K66mSCrjqASsxpS10PRszpUGdp27YtZs+eDQBYvnw5zcdsgrPjv2jRIrz11lsAtIPQ/vzzT/1pdEOqtnfw4MFGywUGBqJTp04AtNe2xXz5IISYlpaWhsGDB+POnTtQKBRYvXo1evfubZd9vfnmm1i8eDEAoFevXli7dq1VI8XrZIL29PREYGAgACAjI8Nk2Tt37ug/oKOiouzeNmskJCToH69bt86JLZE2Z8Z/1apVmDlzJgCgcePG2LlzJ4KCgky+pup+a2uD7nlBEKpduyaEmC8rKwsDBw5EVlYWOI7DsmXLqn3O2tInn3yiH4D2wAMPYPPmzVaftauTCRoAWrZsCQBISUmpMSK2qsTERP1jew+pt1ZwcLD+se76BTHMGfHfuHEjJk+eDEEQEB4ejt27d9c6ihwAWrVqpX+sG1BmTNXnTd0+RggxLS8vD4MGDcLVq1cBAAsWLNBPXGRr3333nf76dosWLbB9+3abDPatswm6Z8+eALSnL0+ePGm0XNV73nr06GH3dlkjMzNT/1jKp+OlwNHx3717NyZMmAC1Wo3AwEDs3LkTMTExol5b9XSa7sPCGN3MRp6enggICLC4vYTIWWFhIYYMGaK/xXHu3Ln6UdW29uOPP+L5558HADRt2hS7du2q9ayaWHU2QY8ePVr/ePny5QbLCIKAlStXAgD8/f2rTfEmRb/++qv+cZs2bZzYEulzZPwPHTqEhIQEVFRUwM/PD9u3b6/WK65N79699WdHNm3aZLQXnZaWhjNnzgDQfpng+Tr79iTEacrKyjB8+HCcOnUKAPD222/j9ddft8u+1q9fj6lTp4IxhsjISOzevRsRERG224HNZwd3IGtXM9qzZ49FE+ibu1jG77//zrKyskyW2bdvn37tYTc3N5aYmCi6PXLliPifPn2a+fv7MwDMy8uLHThwwKK2fvLJJybbolKp2NChQ/Vlfv31V4v2QwyzZLGM5cuXW7QaGi2W4TwVFRVs8ODB+t//Sy+9ZFE9YmK/fft2plQqGQAWEhJil8/sOn2R66uvvkKPHj1QXl6OwYMH46233qq2HrBuNF18fDxeeeUVi/ezYsWKav/X9XIAYNu2bUhPT9f/PzY2Vn/6VeePP/7AxIkTMXz4cAwYMACtWrWCv78/KioqkJqaik2bNmHt2rUQBAEA8N5776FZs2YWt1cu7B3/1NRUDBkyBAUFBQCA2bNnw8/PDxcuXDD6mpCQEIO3b7z44otYs2YNTp06hQ8++ABXrlzBlClTEBISgtTUVMyfPx+HDx8GADz00EMYN26c2e0l9xw4cAApKSn6/+tmngO04xbuf0/rJooxV0lJSY0BnVX3u27dumqnO9u3b2/ZusBElEmTJunvgOnfvz+eeuopk+9XpVJp0boHR44cwZgxY1BZWQl3d3fMnz8fKpXK5L4iIyPh7+9v3o5snvIdbOPGjczX11f/bef+n/j4eJacnGzwtWJ70MbqNvRjqJ6q36hN/dSrV4/NmzfPRr8ZebBn/Kt+ixb7Y6qnlZWVxTp27Gjy9Q899BArKiqy0W9HvsS+53Q/hojpRVXtmVv790GsZ+77tXHjxgbrqS32Vc+iiv1Zvny52cdTp3vQADBy5EicO3cOX331FbZs2YKMjAwolUrExsZi/PjxeP7551G/fn2ntvHTTz9Fnz598Pfff+PChQvIycnBrVu3wPM8AgIC0KpVK/Tv3x+TJ09GeHi4U9ta19SF+OuEh4fjyJEjWLp0KVatWoVLly6hoKAAgYGB6NKlC5588kmMGTPG2c0khEgE98+3DkIIIYRICA0TJYQQQiSIEjQhhBAiQZSgCSGEEAmiBE0IIYRIECVoQgghRIIoQRNCCCESRAmaEEIIkSBK0IQQQogEUYImhBBCJIgSNCGEECJBlKAJIYQQCaIETQghhEgQJWhCZODKlStQKpXw9PREZmams5vjMD/++CN69+6NBg0agOd5cBxn0XrMt2/fxquvvooWLVqgXr164DgOHMfhyy+/tGl7mzRpAo7jDK5PnZ6ert/v/etZ1xW//vorOI5DfHw8VCqVs5sjeZSgXdjhw4fBcRy8vLygVqv12wsKCqBQKMBxHK5fv26yDt0Hwv0/SqUSoaGhGDBgAD7//HPcuXPH3odDrPDyyy9DpVLhqaeeQsOGDWs8r1Kp8PHHH6N58+bw8PBAaGgonnjiCaSnp9da98KFC8FxHHr37m2Hllvutddew+TJk7F//34UFBTA0oX7CgsL0a1bN8ybNw+JiYm4e/eujVvqOCtWrDD6njb0s3fvXvTt29es1xj60X2hGDduHFq2bInk5GQsWLDAub+MusDsFaRJnfHZZ58xAKxfv37Vtm/evJkBYFFRUbXWAZGLkYeFhbH9+/fb61CIFQ4ePMgAMKVSya5fv17jeUEQ2MiRIw3GNTg4mCUnJxut+9atW6xBgwbMzc2NnTt3zp6HYZbr168zhULBALCuXbuyzZs3s7Nnz7Lz58+zlJQUs+qaM2eO/vfx2muvsf3797Pz58+z8+fPs7y8PJu2u3HjxgwAmzJlSo3n0tLS9O1Yvny5RfUvX75c9HsaANuzZw/r06ePWa8x9FO1vT///LP+b6ukpMSyX5RMuNk23RMpOXjwIACgZ8+e1bbv37/f4HZTOnXqhOXLl+v/X1lZiaSkJHz33XfYv38/srOzMXLkSFy4cMFgD404z+zZswEA48ePR1RUVI3nf/rpJ2zatAkcx+HVV19FQkIC0tLS8J///AfZ2dmYMWMGdu7cabDu119/HXfu3MG//vUvtGnTxq7HYY49e/ZAo9EAAL7//nu0atXK4rp27doFQPse+OSTT2zSPimYPXs2EhISTJaJjo7G8uXLUVpaavD5d955Bxs2bAAAbN++HREREQbLRUZG6h9PnDgRr732GjIzM7Fo0SK8/PLLFh6BDDj7GwKxn5CQEAaAbd++vdr2Hj16MADs22+/rbUO/PMNuE+fPgaf12g0bPz48fpyL7/8si2aTmwkMTGRcRzHALCtW7caLNO/f38GgE2fPr3a9kOHDunjeuPGjRqvO3ToEOM4joWFhbHCwkK7tN9SH330kb7tlZWVVtUVHx/PALBHH33URq0zzpE9aEvrqGrKlCn6+tLS0kS/7uWXX2YAWHR0NNNoNFa3w1XRNWgXlZKSglu3bkGhUKBbt2767Xfv3sXx48cBmNeDNobnecydO1f//23btlldJ7Gd5cuXgzGGkJAQDBw40GCZM2fOAAAmTZpUbXu3bt3QuHHjamV0NBoNnnvuOTDG8Nlnn8HX19fmbbdGRUWF/rG7u7tN6rK2HnLPY489BgBIS0vDnj17nNwa6aIE7aJ0p7fbtm0LHx8f/fZjx46hsrIS/v7+aN26tU321bRpUwQGBgIArl27pt8uCAL++usvvPrqq+jRoweCgoLg7u4Of39/tG/fHq+++mqtg9R0A1T69u0LAEhOTsbzzz+PuLg41K9fHxzHVRvIdPPmTXz33Xd4+OGHERcXBy8vL3h4eKBhw4ZISEjAmjVrIAiC0f3t3bu32gAZxhiWLl2Knj17IjAwEL6+vujSpQt+/PHHaq+rrKzE//73P3Tt2hUBAQHw8fFBjx49sHbtWpPHp9FosGLFCgwZMgRhYWFQKpXw8/NDXFwcBgwYgI8++giXLl0yWYcpuv0nJCTAzc3wFa3CwkIAQHh4eI3nwsLCqpXRWbhwIU6fPo1evXrh8ccft7h9pqSnp+Pf//43WrVqBR8fH9SvXx9xcXF45plncP78eYOv0Y2C/uCDD/Tb7h+wJGbgW9W/A93f9A8//FCtHt3fJFDz79SYWbNm6V8vZw888ACio6MBAKtWrXJyayTMyT14YgPmDvww9mPoFJXuOWOnuHXCwsIYAObp6anf9v7779e6z/r167P169cbrVc3QKVPnz7sjz/+YF5eXkbbrVarGc/zte5z0KBBrLi42OD+9uzZoy+3Y8cOo4OnALAXX3yRMcZYfn4+6927t9Fyc+bMMbiv4uJi1qtXr1rbO27cOJO/e2PS09P1dSxdutRouYCAAAaA7d27t8ZzulOumzZt0m/Lyclh/v7+TKFQ2G1g2A8//MA8PDyM/k4UCgX76KOPjLbX3L/z+1X9OzD2U/U9UfXv1JSq7wlD5HKKmzHGHnnkEQaANWzY0Op2uCoaJEaslpubi5ycHACoNkhErVYjPDwcY8aMQbdu3dC0aVN4enrixo0bOHToEL777juUlJTg0UcfxalTp9CiRQuj+7h+/Toef/xx1K9fH++++y569eoFhUKB48ePw9vbGwD0t9H0798fw4YNQ5s2bRAcHIzi4mJcvXoVS5YsweHDh7Fz504899xz+OGHH0we17vvvoujR4/isccew6OPPoqwsDAkJSVh1qxZuHLlCr7++muMHDkSCxYswKFDhzBjxgyMGTMGgYGBOHPmDN59911kZWXhvffeQ0JCQo2BSrNmzdIP2BsxYgQee+wxNGrUCJ6enrh16xZOnz6NzZs3W9zb0tUNAJ07dzZarl27dtizZw9+/fVX9OnTR7/9yJEj+t5ju3bt9Ntfe+01FBQU4KWXXrLLwLAtW7bgySefBGMM3t7eeOWVVzBw4EC4ubnh0KFD+Pjjj5GXl4e33noL/v7+mDFjhv61O3bsQGVlJb777jssXLgQAGr0tsUMYuzcubP+dUOGDEFWVhYSEhL0A+4AwMvLyxaHK1tdunTB6tWrkZmZiZSUFMTGxjq7SdLj7G8IxHoFBQXs8uXL+p+q3/4PHDig337x4kXm6enJALB169ZVe83ly5cNDqaBgd7C/V599VV9uf/7v//Tb09LSzM5QOfGjRusYcOGDAB7/PHHDZapeotHREQEu3btmtH6BEEweUsQY4y99957DADjOI4lJSXVeP7+ntOXX35Zo8zNmzeZj48PA7S3inAcx37//fca5c6ePavv0et621VFRUUxAOzhhx822ebbt2+bfN6YGTNmMEB7e5VarTZabtmyZQwA43mevfnmm+zgwYPs559/ZhEREQwA69+/v77sgQMH7DowrLKyUr9fb29vdvr06Rpl0tPTWXh4uP4MTG5ubo0ytfVUzWGqV6tTF3vQs2fP1t8uZujnzp07tdZnTQ963759+teuXr3aouNxdZSgXdDatWsZoB0hWdWZM2cYAFavXj3RI1uNJeiKigp2/vx59swzz+jLuLm5sfPnz5vV1i+//JIBYL6+vkwQhBrPV03QK1euNKtuQ9RqNQsKCmIA2Oeff17j+aoJ+sEHHzRaz+TJk/XlJk6caLSc7tR3hw4dajzn7u7OALCvvvrKsoOphe70fHh4uMlyGo2GDRkyxOBp3MDAQHblyhXGmPZ3165dO5vFwpA1a9bo9z137lyj5X766Sd9uU8//bTG85SgDTPncpiYfViToC9fvqx/raHLFYRGcbskY/c56waOderUyewRqfv27as2QMbDwwNt2rTBokWLAGhHuH7//fcmB54VFRUhLS0NFy9exIULF3DhwgXUr1+/2nPGKJVKjB8/3qw2C4KArKwsXLlyRb+/y5cv6+/JPHv2rMnXP/LII0afq3rKV0y5q1ev1nhONyhrzZo1KCsrM9kWS+Tm5gIAGjRoYLIcz/PYsGEDPvzwQ8TFxUGpVCI4OBiPPvoojh07hvj4eADAt99+i7Nnz6JXr1544oknAGgHx82ePRvNmjWDh4cHwsPDMX36dP0lD3Pp7jnmOA7/93//Z7Tc+PHj4efnV+01pG4JCAjQP87OznZiS6SLrkG7oAMHDgComaAPHToEAOjRo4fN9hUUFIShQ4fiP//5D9q2bVvj+WvXruHzzz/Hpk2bqo3wNiQvLw9NmzY1+FxcXBw8PT1rbQ9jDD///DOWLl2Ko0ePory83OT+TNElJkP8/f3NKldcXFzjuSlTpuC///0vDh06hOjoaIwfPx4DBgxAz549ERwcbLJtYuTn5wOoPUEDgIeHB9599128++67Bp/PycnBe++9B4VCgW+++QaA9nc9evRobN26FQqFAnFxcbh+/TqWLFmCXbt24ejRo2Yfx4ULFwBoJ8gw9VqlUokOHTpg7969+tcQ8yxfvtzgnN+OUvXv0thEKHJHCdrFFBcX49y5cwCM96C7d+9udr33zyTm7u6OBg0aICQkxOhrtm7diocfflh079BUMhWTZO7evYuxY8di69atVu8PgL53bwjP82aVM3Rr17vvvovMzEwsX74ct27dwrfffotvv/0WANCqVSuMGzcOM2fORGhoqMl2GqP7QlPbcYrx6quvorCwEC+99JL+i9jKlSuxdetWhIaG4q+//kLLli1RXFyMhx56CAcOHMCbb76J77//3qz96L5UmPq70tHdAqZ7Dalbqv5d0j3mhtEp7jpOd9+n7sfX11c/xWGrVq0M3v85atSoattnzZpV6368vLzQunVr/U+zZs1Mfojm5eXh0UcfRVlZGby9vTFr1iwcPnwYt27dQkVFBZh2/AN2796tfw0zsZiBQqGotY1z5szRJ+c+ffpg7dq1SElJQUlJCTQajX6fvXr1qnV/juDu7o6lS5fiwoULeOedd9C9e3colUoAwMWLF/Hhhx8iNjZWP5WiuXQ9UGsT2P79+/HTTz8hNDS02v3FK1euBKAd1d2yZUsAgI+Pj36Fp19++QWVlZUW7VPu9wnLQdW/y6pnpMg91IMmdrFu3ToUFBQAAH7//Xejs1jZqvfDGNP31nr16oW//vqrWi/XHvu0lZYtW+K///0v/vvf/+Lu3bs4cOAAfvnlF6xcuRIlJSWYNGkSUlNTDU4kYoouQVuz0pharcZzzz0HAPjss8/0132Be7OL3X/JpGPHjvD09ER5eTmSkpLMmhBHd11SzDVs3XXLqtcyncXUmZKq6FTuPVX/Lhs1auTElkgX9aDruB07duD8+fP6n44dOwIA3n777Wrbx4wZA0A7xV7V7efPn8fMmTNt3q6LFy8C0H54GkvOAHDixAmb7C8/P1//gT1+/HijybmkpARXrlyxyT7twdPTEwMHDsSyZcvw2WefAdCeCty8ebPZdenuUS4sLMStW7csas+CBQtw/vx59OzZUz8wTEc3u1jVpK2j23b/DGS10SXztLQ0/SA3Q1QqFU6fPl3tNc6km62vti9DSUlJjmhOnVD1d2HNYiaujBJ0HRcfH1/ttPPly5cBAGPHjq12SlqXlEaMGFFte+vWrUVd7zOXbv3pu3fvGu1VlJWV1Zgy09r9AaZ7Kd9//321slI2YMAA/ePaBrQZojuVD0A//7o5bt68iVmzZkGhUOivjVelS8IZGRnVtldUVOiTq7lzdOu+zDHGqo15uN+6dev0yd/UF0BH0U1bmZSUZHBAIKCNobFVweRI9zfp7u6OBx54wMmtkSZK0C7k5MmTKCsrg4+PT7XbgG7fvq1P3L1793ZIW+Li4gBok7Ch+ag1Gg2mTZuGrKwsm+wvODhYfx1r1apV1RZL0Dl+/LjRUcqOlp+fj02bNpm8Dr5jxw79Y10CMEeXLl3g4eEBQDsHu7leffVVFBUV4bnnnjM4Ql/3N/bzzz9X27569WoIggBPT080a9bMrH2OHj1aPxvdnDlzDM65fePGDbz66qsAtAP0pk6datY+7EE3A1tlZSUWLFhQ43mVSoVp06bZZMCeq9D9TXbr1k0/GyCpjhK0C/n7778BaEdpVx1UdeDAATDGEBsba3S9VlubMGGCPjlMnToVb7zxBnbv3o0TJ07ghx9+wIMPPohVq1bZ7JYvnuf1K+ScO3cOPXv2xKpVq3DixAns3r0br7zyCnr37g1PT0+Tt0U5SlFREUaNGoWmTZvilVdewdq1a3H06FGcPHkSmzdvxjPPPIPXX38dgHZqyhEjRpi9Dw8PDwwZMgQAqg3GE2Pfvn345ZdfEBoaig8//NBgmSlTpgAAVqxYgddeew0HDx7EokWL8PzzzwPQ3h+uG/QmllKpxOLFi8FxHIqKitCjRw/9rWhHjx7F/Pnz0alTJ/0Xu88//xxBQUFm7cMehg8frl/5691338XLL7+MAwcO6P/eu3btio0bN6Jr165Obqk0FBcX63vQustvxADnzI9C7GH48OH6KfyqeuWVV2pMwykWREz1acyyZctMLl4xceJEtmvXLv3/9+zZU6MOsTM0Maad8rR9+/ZG9xcQEMD27dtnss6qM4kZao9O1RmZTM2gZGzmqKqzQpn6CQ8PZydOnKj12I3ZtGkTwz9Tm6anp4t6jUqlYq1atWIA2A8//GC0nCAIbNiwYQbb3bhxY5aTk2Nxu1esWGHRYhk6jp5JjDHG9u/fb3AxF117v/rqK0nNJObMxTJWrFjB8M/sgzdv3rS6Ha6KetAuQhAE/X3OVa89AvdmFnPU6W2dqVOnYv/+/Rg9ejSCg4Ph7u6O8PBwDB06FGvWrMHq1atF3T4llp+fHw4ePIj//ve/aNOmDTw9PeHt7Y0WLVrg1VdfxdmzZx3+OzCmcePGOHbsGGbNmoXBgwejWbNm8Pf3h5ubG4KCgtC7d2989tlnSExM1A/8s8SwYcMQGRkJxpjoZf2++uorXLx4ET179sTkyZONluM4Dr///rv+djB3d3eEhobiqaeewuHDh60a2zBlyhQkJibipZdeQosWLeDl5YV69eohJiYGTz/9NE6fPo0333zT4vrtoWfPnjh58iSeeOIJRERE6P/ex40bh7///hsvvviis5soGb/88gsAbe9Zdz87qYljzMk3gxJC7OrTTz/F66+/jvj4eFy+fNnoCHdCHOHatWuIiYmBRqPB4cOH6bS/CfROJcTFvfDCC2jYsCGSkpIMDtgjxJE++ugjaDQaDB06lJJzLagHTYgMLF26FNOmTUOrVq1w/vx5mqmLOMWNGzcQGxsLjUaD06dP22U9cVdCM4kRIgNPPvkkcnJyUFlZiZs3bzpsND8hVd24cQNvvvkmmjZtSslZBOpBE0IIIRJE16AJIYQQCaIETQghhEgQJWhCCCFEgihBE0IIIRJECZoQQgiRIErQhBBCiARRgiaEEEIkiBI0IYQQIkGUoAkhhBAJogRNCCGESND/A/8kx+N12ggKAAAAAElFTkSuQmCC\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "XSUM\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CNN_DM\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CNN_DM\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CNN_DM\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ],
      "image/png": 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u5AhhwIABPPzwwzzxxBMsWrSI559/npiYGNavX1/p+y6rGzdulOqT8ZIlS7jnnnsYNWoUy5Yts0NkQghhTop0FfDFgS/Iys0qdYEuoGoqGbkZzPtzXiVFZl3fvn0BiImJAfJHfuvevTuBgYHUqFGDDh068N133xV5naIoTJo0iaVLl9KsWTM8PT3p0KEDO3fuLNL20qVLPP7449SpUwcPDw9uueUWvvrqK7M227dvR1EUVqxYwdSpU6lXrx5eXl6kpqYWG//58+fZtWsXI0eOZOTIkcTExLBnz54i7bKzs3nhhRcIDg7G19eXIUOGcPHixSLtzp07xzPPPEOzZs2oUaMGgYGBPPjggxYnhRFVi8FgICIiQnp365Sj8ysdxxzkyQ1PcizB+oQiBVRN5WDcwRIvcRf3+nd3vctPZ3/CoJT8S9YquBVfDvmyXPsqLDo6GoDAwEAAZs+ezZAhQxg9ejQ5OTmsWLGCBx98kI0bNzJw4ECz1+7YsYOVK1fy3HPP4eHhweeff07//v3Zv38/rVq1AuDKlSt07drVVNSDg4P56aefGDduHKmpqTz//PNm23z77bdxd3fnn//8J9nZ2bi7uxcb//Lly/H29mbQoEHUqFGDxo0bs3TpUrp3727W7oknnmDJkiU89NBDdO/ena1btxY5HoA//viDPXv2MHLkSOrXr09sbCxz5syhT58+nDhxolqN0KVHrq7yp1TPHJlf+c1ykGMJx9h3cZ9d9pWn5rH/0v5K3UdKSgqJiYncuHGD3bt389Zbb1GjRg0GDRoEwOnTp6lRo4ap/aRJk2jfvj2zZs0qUtSOHTvGgQMHTFOXjhw5kmbNmvH666+zZs0aAF599VWMRiNHjx41fRB46qmnGDVqFNOmTWPChAlm+7tx4wYHDhwwW1acpUuXMnToUFP7ESNGMG/ePGbPnm16w/71118sWbKEZ555hs8++wyAiRMnMnr0aI4cOWK2vYEDB/LAAw+YLRs8eDDdunVj9erVPPLII6WKSzgfVVVlWFAdc3R+5fqMsIk777yT4OBgwsLCGDlyJD4+Pqxdu5Z69eoBmBXH69evk5KSQs+ePTl48GCRbXXr1s1sbvEGDRowdOhQNm/ejNFoRNM0Vq9ezeDBg9E0jcTERNNXv379SElJKbLdMWPGlLpAHzlyhKNHjzJq1CjTslGjRpGYmMjmzZtNy3788UcAnnvuObPX33wWf/Px5+bmcu3aNZo0aYK/v7/Fn4EQQoCcSQsb+eyzz2jatCmurq7UqVOHZs2amd3D2bhxI++88w6HDx8mOzvbtNzSzGORkZFFljVt2pTMzEwSEhIwGAwkJyczb9485s2zfL+98FSoABEREaU+liVLluDt7U2jRo04e/YsAJ6enoSHh7N06VLTmf+5c+cwGAw0btzY7PXNmjUrss2srCymT5/OwoULuXTpEoXntUlJSSl1bEKI6kWKtLCJzp0707FjR4vrdu3axZAhQ+jVqxeff/45oaGhuLm5sXDhwnL1mi7omf3www8zZswYi23atGlj9v/SnkVrmsby5cvJyMigZcuWRdZfvXqV9PT0Mo9A9Oyzz7Jw4UKef/55unXrhp+fH4qiMHLkSHnGVghhlRRpB2kV3KpU7ZKykjh97XSF99c0sCkBNQJKbFfauMpi9erVeHp6snnzZjw8PEzLFy5caLH9mTNniiw7ffo0Xl5eBAcHA+Dr64vRaOTOO++0aaw7duzg4sWLvPXWW7Ro0cJs3fXr1xk/fjzr1q3j4YcfpmHDhqiqSnR0tNnZ86lTp4ps97vvvmPMmDH8+9//Ni27ceMGycnJNo1f2J/BYCAyMlJ6d+uUo/MrRdpBStuDOteYS71Z9UwjjJVHbe/aHHv6mMPG9HZxcUFRFIzG//VQj42NZd26dRbb7927l4MHD9K+fXsALly4wPr16+nfv7+p48b999/PsmXLOHbsmKnHd4GEhARTMS+rgkvdkydPxtPTs8j6Dz74gKVLl/Lwww8zYMAAXnnlFT7++GNTxzGA//znP0Ve5+Liws1Tt3/yySdmPxNRdeXl5ZX4xICouhyZXynSTs7NxY2nOz7Nu7veLddjWAbFwNMdn3bopBsDBw5k1qxZ9O/fn4ceeoirV6/y2Wef0aRJkyK9oAFatWpFv379zB7BAnjzzTdNbd5//322bdtGly5dePLJJ2nZsiVJSUkcPHiQX3/9laSkpDLHmZ2dzerVq7nrrrssFmiAIUOGMHv2bK5evUrbtm0ZNWoUn3/+OSkpKXTv3p0tW7aY7mMXNmjQIBYvXoyfnx8tW7Zk7969/Prrr6ae6aLqUlWVmJgY6d2tU47Or1yfqQImdJxADbcapXrOuTCDYsDbzZvxHcZXUmSl07dvXxYsWEB8fDzPP/88y5cvZ8aMGQwbNsxi+969e/Of//yHxYsX8/rrrxMQEMBPP/1kdp+5Tp067N+/n8cee4w1a9YwadIkZs+eTVJSEjNmzChXnD/88APJyckMHjzYapvBgweTl5fHihUrAPjqq6947rnn2LRpE1OmTCE3N5cffvihyOtmz57No48+ytKlS3nxxReJi4vj119/ldmThBDFUrSbr8GJMktNTcXPz4+UlBRq1qxZZH1mZiYnT56kRYsW5R60omDs7tIODWpQDBgUA78+8iu9w3uXa5+OoCgKEydO5NNPP3V0KKKMbPF7XhUZjUZ5TlrHbJXfkuqENXImXUX0Ce/DL4/8grebNy5K8b8oBWfQVa1AC1FVSacxfXNkfuU3qwrpE96HqElRTO01lWCv/I5RLooLbgY3U+Gu7V2b13q9RtSkKCnQQtiBi4sLTZs2lbNonXJ0fqXjWBVT17cu0/pM49Wer/LjmR+JSowiLScNX3dfmgc1557IexzaSUyI6kbTNDIyMvD29rY4OI+o2hydXynSVZSbixtDmw9lKEMdHYpNSRcJUdWoqsrFixflnrROOTq/crlbCCGEcFJSpIUQQggnJUVaCCEqQFEU3N3d5X60Tjk6v3JPWgghKsBgMNCoUSNHhyEqiaPzK2fSQghRAZqmkZycLJ0edcrR+ZUiLYQQFaCqKvHx8TLlqE45Or9yubsqyDgP2Ynlf71HEHg3sF08Qggh7EKKtLPLOA/fNwP1Rvm3YfCEwaekUAshRBUjl7udXXZixQo05L++ImfiQgirFEWR0cZ0zNH5lSItKmTRokUoimL68vT0pGnTpkyaNIkrV644OrxyURSFSZMm2WRb4eHhZj8fb29vOnfuzDfffGP1NUajkbp166IoCj/99JNN4hCVx2AwEBYWJpNs6JSj8yuXu4VNvPXWW0RERHDjxg1+++035syZw48//sixY8eq1bSFlrRt25YXX3wRgLi4OObPn8+YMWPIzs7mySefLNJ+69atxMXFER4eztKlSxkwYIC9QxZloKoqSUlJBAQESKHWkVxjLj+c+YGTCSdJSEkg2C+YFsEtGBg50K7zI0iRFjYxYMAAOnbsCMATTzxBYGAgs2bNYv369YwaNcrB0Zm7ceMG7u7udvuDWq9ePR5++GHT/8eOHUujRo346KOPLBbpJUuW0L59e8aMGcMrr7xiGtxfOCdN00hMTKRWrVqODkXYwOW0y3xx4AvmHJhDQmYCrsr/ymSelkewVzBPd3yaCR0nUNe3bqXHIx/7nMHmbta/9o61zT72ji1+PzbWt29fAGJiYgD48MMP6d69O4GBgdSoUYMOHTrw3XffFXldwaXmpUuX0qxZMzw9PenQoQM7d+4s0vbSpUs8/vjj1KlTBw8PD2655Ra++uorszbbt29HURRWrFjB1KlTqVevHl5eXqSmplbo+DIyMnjxxRcJCwvDw8ODZs2a8eGHH5bqWcrg4GCaN29OdHR0kXVZWVmsXbuWkSNHMnz4cLKysli/fn2FYhVClCDjPCQd5MCxeQyf14Qf979DfWMC7TygtXue6audB9Q3JvDj/ncYPq8JB47Ng6SD+a+vJHIm7Qyu7av8faQcrfx9FFJQgAIDAwGYPXs2Q4YMYfTo0eTk5LBixQoefPBBNm7cyMCBA81eu2PHDlauXMlzzz2Hh4cHn3/+Of3792f//v20atUKgCtXrtC1a1dTUQ8ODuann35i3LhxpKam8vzzz5tt8+2338bd3Z1//vOfZGdn4+7uXu5j0zSNIUOGsG3bNsaNG0fbtm3ZvHkzkydP5tKlS3z00UfFvj4vL4+LFy9aPPPasGED6enpjBw5kpCQEPr06cPSpUt56KGHyh2vEKIYhZ6g6Qj8FlqaF6lAFhyZAEeo1CdopEgLm0hJSSExMZEbN26we/du3nrrLWrUqMGgQYMAOH36NDVq1DC1nzRpEu3bt2fWrFlFivSxY8c4cOAAHTp0AGDkyJE0a9aM119/nTVr1gDw6quvYjQaOXr0qOmDwFNPPcWoUaOYNm0aEyZMMNvfjRs3OHDggNmy8tqwYQNbt27lnXfe4dVXXwVg4sSJPPjgg8yePZtJkybRuHFjU/vc3FwSE/N718fHxzNz5kzi4+OZOHFikW0vWbKE7t27ExYWZjr2Z555hoSEBIKDgyscu7A9RVHw8/OT3t1VlS2foKmEIi2Xu4VN3HnnnQQHBxMWFsbIkSPx8fFh7dq11KtXD8CsOF6/fp2UlBR69uzJwYMHi2yrW7dupgIN0KBBA4YOHcrmzZsxGo1omsbq1asZPHiw6X5gwVe/fv1ISUkpst0xY8bYpEAD/Pjjj7i4uPDcc8+ZLX/xxRfRNK1Ij+yff/6Z4OBggoODad26NYsXL+axxx7jgw8+MGt37do1Nm/ebHYP//7770dRFFatWmWT2IXtGQwGQkNDpdOYqBRyJi1s4rPPPqNp06a4urpSp04dmjVrZvZHa+PGjbzzzjscPnyY7Oxs03JLZx+RkZFFljVt2pTMzEwSEhIwGAwkJyczb9485s2bZzGeq1evmv0/IiKivIdWxLlz56hbty6+vr5my1u0aGFaX1iXLl145513MBqNHDt2jHfeeYfr168XueS+cuVKcnNzadeuHWfPnjV7/dKlSy2eeQvHU1WVK1euUKdOHSnUVVCuMQ9b9NW21XZuJkXaGQR2tb4uL8M295P9WoNr5fUQ7ty5s6l398127drFkCFD6NWrF59//jmhoaG4ubmxcOFCli1bVuZ9FYyh+/DDDzNmzBiLbdq0aWP2f1udRZdHUFAQd955JwD9+vWjefPmDBo0iNmzZ/N///d/pnZLly4FoEePHha38/fff8tsS05I0zRSUlKoXbu2o0MRhWiaxrWsa8SnxxOXFkdcepzp+/iM//6bHk9AVix76lV8f7sv/Eaf4M4V39BNpEg7g357ra9LOgibOlhfX1rdFkFA+4pvpxxWr16Np6cnmzdvxsPDw7R84cKFFtufOXOmyLLTp0/j5eVlui/r6+uL0Wg0FT97atiwIb/++itpaWlmZ9NRUVGm9cUZOHAgvXv35r333mPChAl4e3sTExPDnj17mDRpEr179zZrr6oqjzzyCMuWLWPq1Km2PyAhqpDsvGzi0+PzC27hwlv4/+lxXEm/Qq6aW+L22nmU2KRUYpNjbbOhm0iRFpXOxcUFRVEwGo2mZbGxsaxbt85i+71793Lw4EHat8//UHHhwgXWr19P//79cXFxAfLv1S5btoxjx46ZenwXqOxOVvfccw/z5s3j008/5eWXXzYt/+ijj1AUpVSDj7z00kvcc889fPnllzz//POms+gpU6aYOo0VNn/+fJYuXSpFWuiSpmkk30i2WngLL7t+47qjw7UoIzejUrYrRVpUuoEDBzJr1iz69+/PQw89xNWrV/nss89o0qQJR44cKdK+VatW9OvXz+wRLIA333zT1Ob9999n27ZtdOnShSeffJKWLVuSlJTEwYMH+fXXX0lKSqpQzAcOHOCdd94psrxPnz4MHjyY22+/nVdffZXY2FhuvfVWfv75Z9avX8/zzz9v1rPbmgEDBtCqVStmzZrFxIkTWbp0KW3btrVYoAGGDBnCs88+a/bhRTgHRVEICgqS3t0W5BpzuZJxxerZbuHl2cbskjdYCWyVNW+3yrmdKEVaVLq+ffuyYMEC3n//fZ5//nkiIiKYMWMGsbGxFot079696datG2+++Sbnz5+nZcuWLFq0yOw+c506ddi/fz9vvfUWa9as4fPPPycwMJBbbrmFGTNmVDjm33//nd9//73I8rfffpvbbruNDRs28Prrr7Ny5UoWLlxIeHg4H3zwgWn4z9L45z//ydixY/nkk0+Iioritddes9p28ODBPPvss6bRyITzMBgMBAUFOToMu9E0jbSctBILb1x6HImZzjuxT00DPFYT/s/fNtsL9w+3zYZuomilGSJJFCs1NRU/Pz9SUlKoWbNmkfWZmZmcPHmSFi1alH0ca1vdk+7/p8PuSZeFoihMnDiRTz/91NGhiDKq0O95FVR4bOe4a3GEBoY6ZGxnWzGqRq5mXC3xXm98ejyZuZmODrfcWrjDPwM9GOmdg5diu/KXe9fvuBXTcaykOmGNnEk7O4+g/NFsKjqftEf1+aQvRGVytrGdS5KRk1Gqwns14yqqpjo63HJzNbgS4hNCqE+o+b++oYR4B9MyO5qwK+upcW0PYPtL624ulVNOpUg7O+8G+cPNVWQ+aI+gShkJR4jqZnvsdgYvH0xWbhZGLb8jZJ6WZ9YmITOBd3e9y6x9s/h+1Pf0Ce9j8zhUTeVa5rUSO1nFp8eTlpNm8/3bU02PmmYF12IR9gkhoEYABuWm59Szr0H0fDg1HTIrb3ztyiRFuirwbiBFVggH2x67nbsW34WqqSWecRo1I5m5mdy1+C5+eeSXUhfqG3k3LJ/t3vRs75WMK+SpeSVv0EkZFAN1vOuYCqy1whviE4KXWzlunSQdgtOfwLnlYKzgkJ8OJkVaOBXpIiGc0eW0ywxePrhUBbpAQbshy4ewd1z+WAjWCm/BsuQbyZV1CHbh7eZdbOEt+D7IKwgXg4ttd67mwvnV+cU5cY9tt+1AUqSruLhDcWz51xbunHEnIW1DHB2OELr0xYEvyMrNKvM9W1VTSctJo9WcViU3dlIKCsHewaaCm3+PN6RoMfYNxcfdx/4BZsXD2S/yv7LiSv86lxoQ/jDUuQP2jKy8+CpIinQVd3zVcaJ/jia0Q6gUaSEqQa4xlzkH5pjuQeuFp6vnTZ2rLBfeYK9g5+utrmlw7Xc49Qlc+Db/LLq0vCOg6URo9Bh4BOQ/QePEpEhXcVFr84eiPLn2JHe8d4eDoxFCf3448wMJmQmODqPUAmsEmt3XtXbZuaZHzao5AEvWFdgxEJL+LNvrQu6GZs9C6AAofKndyZ+gkSJdhV2Puc61U9cAuBZ1jeTYZPzD/R0blBA6E5UYhavB1aEdtdwMbiV2sgr1CaWOTx3cXdxL3mBV5lkb8tJL19bVFxqNzT9zrtnMcpsSnqAxGo2cv3CeBmENTMMSF1GJT9BIka7CTm88jWJQ0FQNlPz/d55k+1lYhKjO0nPSUWw2eKQ5f0//EgtvweNFVfKstzIoCkROgj+ftd6mZrP8No0eBbdSDBxS3BM0RiPZ13whIBKsFelKJEW6Cju1/pTpe0VRiFofJUVaCBvzcfep8CAfCgpDmg1hzK1jTEW4jncdarg5bgrVKq3RGPjrFcgr/Ay4AvUGQ9NJEHJnfjG3AYPBQP369R02V7gU6SoqOzWbczvO5Z9FA5qqcW77ObLTsvHwtdHca0IIanvXrnCnMQ2Nx9o+xtDmQ20UlQ6lRcOZzyE1Cvr8UHxbN9/8Qn36U3CvBY3HQeQz4BNh87AURcHHxwG91v/LMR8NRIVF/xyNmmf+6V7NU4n+OdpBEelHnz596NOnj023qaoqrVq14t1337Xpdm3tX//6F126dHF0GE5j/6X9TN1a8elBa3vX5p7Ie2wQkc5oKlzeBNsHwfeREDULLv9Yuk5hTZ+Dzl/CvReh3QeVUqAh/5706dOnzabatScp0lXUqe9PYXA1T5/B1cDp7087JJ7jx4/z8MMPU69ePTw8PKhbty6jR4/m+PHjDokHoHPnziiKwpw5cxwWQ4Hly5dz4cIFJk2aZLY8Ozubl156ibp161KjRg26dOnCL7/8Uqptnjp1ihdeeIHu3bvj6emJoijExsZabZ+WlsaUKVOIiIjAw8ODevXq8cADD5CZ+b/JEp5//nn++usvNmzYUK7j1JOvD39Nr4W9iEsvw7O3FhgUA093fNr5HmNyBjHfwPYBcPkHoNBARqc+Kfm1NSOhyRPgWvmTuaiq48Y0t2mRfumll1AUxfS1fft2i+0yMzNZs2YNTz/9NJ06daJWrVq4ubkRGBhIt27dmDZtGvHx8bYMjcTERF5//XXatGlDzZo1qVmzJm3atOH111/n2rVrNt1XRaReSiXuYFyxX5f/vMzpDactnkmfWn+Ky39eLnEbqZdSbRbzmjVraN++PVu2bOGxxx7j888/Z9y4cWzbto327duzdu1am+2rtM6cOcMff/xBeHg4S5cutfv+b/bBBx8wcuRI/Pz8zJaPHTuWWbNmMXr0aGbPno2Liwv33HMPv/32W4nb3Lt3Lx9//DFpaWm0aNGi2LYpKSn07NmTr776ilGjRjFnzhyee+45bty4QXb2/yYbCAkJYejQoXz44YflO1AdyDXm8o+f/sHY9WMrPMexQTHg7ebN+A7jbRSdzoQ9YLlj17kVcKPqPPZWmWw2VeXhw4fp1KkTeXn/e0xh27ZtRS4bHjlyhB49epCeXnwX+po1azJv3jxGjBhR4dh+//137r33XquFPzQ0lHXr1tG5c/k6XdlyqsqFvRZyflcpBoJXMPvgWeLymzTo1YDHdjxWcsMSREdH06ZNGxo0aMDOnTsJDg42rUtMTKRnz55cuHCBI0eO0KhRowrvT1VVcnJy8PT0LLbdG2+8wdy5c5kzZw4PPPAAf//9N+Hh4aXaR8HvrLUPmWV16NAh2rdvz6+//sodd/zvWfb9+/fTpUsXPvjgA/75z38CcOPGDVq1akXt2rXZs6f4oQ2TkpJwc3PD19eXDz/8kMmTJxMTE2PxOJ955hmWL1/OwYMHiYgo/rLg6tWrefDBBzl79myZcqaHqSoTMxMZ/u1wtsVuq/C2DIoBg2Lg10d+pXd4bxtEp1N/Pg+nZhddfut7cMvLdg/nZkajkTNnzhAZGWn9EaxSKO9UlTY5k1ZVlfHjx5OXl0ft2rWLbZuammoq0D169GD69On88ssvHDx4kM2bNzNhwgQMBgOpqamMHj2an376qUKxXbhwgcGDBxMfH4+rqytTpkxh586d7Ny5kylTpuDq6kpcXByDBw/m4sWLFdqXLbR/oj2unq6U+MSHtUJcUoFWwNXTlfbjbDO39AcffEBmZibz5s0zK9AAQUFBfPHFF2RkZDBz5kzT8rFjx1osJNOmTSvymImiKEyaNImlS5dyyy234OHhwaZNm0qMa9myZTzwwAMMGjQIPz8/li1bZrHdvHnzaNy4MTVq1KBz587s2rWrSJucnBxef/11OnTogJ+fH97e3vTs2ZNt20r3h3zdunW4u7vTq1cvs+XfffcdLi4ujB//v7MsT09Pxo0bx969e7lw4UKx2w0ICMDX17fE/ScnJ7Nw4ULGjx9PREQEOTk5ZmfPN7vzzjsBWL9+fYnb1pO/4v+i05edii3QHet2xMfdBxel+D/WBWfQ1bpAZ1+DzFL8TY18xvz/Bvf84TpD+1VOXGVkMBiIiIhwWO9um+z1448/5o8//qB58+aMGzeu+B0aDAwfPpzjx4/z22+/8a9//Ys777yTdu3acffddzN37lzWrFmDoigYjUaeffbZCk268Oqrr5KQkH/ZZNmyZcyYMYOePXvSs2dPZsyYYboUevXqVaZOrXgHkYq69dFbGf/neAIjA1EMtn0uUjEoBDYNZPyf47n10Vttss3vv/+e8PBwevbsaXF9r169CA8P54cfSuitWYytW7fywgsvMGLECGbPnl3iGfHvv//O2bNnGTVqFO7u7tx3330WL3kvWLCACRMmEBISwsyZM+nRowdDhgwpUhxTU1OZP38+ffr0YcaMGUybNo2EhAT69evH4cOHS4x/z549tGrVCjc383uShw4domnTpkU+VRdc0SnNtkvjt99+48aNGzRp0oQHHngALy8vatSoQY8ePSzuw8/Pj8aNG7N7926b7L8qWHlsJd0WdCM2OdZqm392+yd7x+3l1KRTTO01lWCv/A+lLooLbgY3U+Gu7V2b13q9RtSkqOpZoK8fhn3jYF19+OvVktvXbAqh/aFGPWjzNgw9D90XQ4BtTiRswdXVcQ9CVXjP58+f57XXXgNg7ty5JZ5ddO/ene7duxfbZujQodx3332sXr2a6Oho0+XCsoqPjzf9ce7Xrx8PPvhgkTbDhw/nq6++YvPmzSxevJj333+fkBDHjoEd3DKY8QfH89Oknzi86LDNtnvrmFu559N7cPOyTQeWlJQULl++zNChxT9W0qZNGzZs2EBaWlqpzvxudurUKY4ePUrLli1L1X7JkiWEhYXRo0cPAEaOHMlXX33F4cOHadu2LQC5ubm88sortG3blm3btuHunj9KU8uWLRk/fjxhYWGm7dWqVYvY2FhTG4Ann3yS5s2b88knn7BgwYJi44mKirLYYzouLo7Q0NAiywuWXb58uVTHW5IzZ84A8PLLL9O4cWO++eYbUlJSePPNN+nbty/Hjx8vEkejRo04ceKETfbvzIyqkalbp/L+7vettvF09WT+4PmMbjMagLq+dZnWZxqv9nyVH8/8yImEE5yLP0fDkIa0DG7JPZH3VL9OYmouXFiTPwNVQqEPd+dW5Pe89iz+CitdF4JHIBic7+emqqpNLneXV4XPpCdOnEh6ejpjxoyhd2/bfWq8/fbbTd9HR5fvsaINGzaYeuU99pj1+69jx44F8pPhLL1a3b3dGbpwKEMXDcXV0xXFpXxn1QZXA66ertz79b0M/WqozQo05PcWBkosvAXrU1PL11mtd+/epS7QeXl5rFy5khEjRpgunfft25fatWubnU0fOHCAq1ev8tRTT5kV37Fjxxbp3OXi4mJqo6oqSUlJ5OXl0bFjRw4eLHlw/mvXrlGrVq0iy7OysvDwKPpMe8H99qysrFIccckKbi8pisKWLVt46KGHePrpp1m3bh3Xr1/ns88+K/KaWrVqkZhoeZhEvUi+kczg5YOLLdBhNcPY/fhuU4EuzM3FjaHNhzKl+xSeb/08U7pPYWjzodWrQGfFw9G3YH1D2D3SvEADqDlw9suSt1MjxCkLtDOoUJFetWoVGzduJCAgwOa9QQvfMyvvp5fCPWSL+wBReJ2zXeJrO6Yt4/8cT0DjgDJf/lYMCrUa12L8Qdtd3i6soPgWFGtrSlvMrSmpo1NhP//8MwkJCXTu3JmzZ89y9uxZYmJiuP3221m+fLnpQ9u5c+cAiIyMNHu9m5ubxc5SX3/9NW3atMHT05PAwECCg4P54YcfSElJKVVclm7Z1KhRw+K94Rs3bpjW20LBdgYPHmw2KEPXrl2JiIiw2EFN0zRdD0N5MuEknb/szE9nrfd56dWwFwfGH6B9qPNcdnUKmgaJ+2D3aFjfAI6+UfwUkWfmlG2WKmGm3Je7k5OT+cc//gHAjBkzCAqy7QwgO3bsMH1f0uMl1hRcrvPz8yv2EnZoaCg1a9YkNTWVkydPlmtflang8ve6Mes4ubr08TUf1pxh3wyz6dlzYX5+foSGhnLkyJFi2x05coR69eqZ7r1a++NvbbCAshSrgrPl4cOHW1y/Y8cOs6s0pbFkyRLGjh3Lvffey+TJk6lduzYuLi5Mnz69VFd5AgMDuX79epHloaGhXLp0qcjyuLj8P3h169YtU5zWFGynTp06RdbVrl3bYmzXr1+3+XvaWWw4tYGH1zxMWo71D5cTO03ko34fVa+z4pIYb8C5lfmjfCUdKP3rsi7ln2HX6VNpoelZuYv0lClTiI+Pp0ePHiV2Fiurv/76y9TRqHXr1uUu0gW9tevXr19i27CwMI4fP15ij1rIP8svfAZUcBnXaDSaCo2iKBgMBlRVtclINe7e7vjW9cXgaijyfLQlBlcDvvV8K61AFxg0aBBffvklv/32G7fddluR9bt27SI2NpYJEyaYltWqVYvk5OQibQvObssrIyOD9evXM2LECB544IEi65977jmWLl3K7bffTsOGDYH8+7V9+/Y1tcnNzSUmJoZbb/3flYfvvvuORo0amTo0FnjjjTdKFVfz5s2JiYkpsrzgfnhqaqpZ57Hff//dtN4WOnToAGDxA8Hly5dp3rx5keU3/wzKovD7APKvhGmaZjYgRMH7w9pyVVXNrj6UdbnBYEBRFLPlqqYyffd03thuPW9uBjc+HfAp49rl/00zvfamwSwKH5OmaWZXX+x5TIWX3/x3pqA38s2xW1tuNU9Zl9DOzIHoL1GszBRliebqgxY+Bi3yaRS/Fhj+u0+nOKYy/O7B/664FY6nrHkqbwfochXpXbt2MX/+fFxdXZk7d65NL4tlZ2fzxBNPmH4YFRlGseAya2nGXfX29gYo8fltgOnTp/Pmm28WWR4dHW3aV8FZ5pUrV0hKSipL2BZpqsbxlcdLVaAhf2CT4yuO0/+j/jbvJV7Y5MmTWbJkCRMmTGDnzp0EBgaa1iUlJfHUU0/h5eXF5MmTTcsbN25MSkoKR44coU2bNkD+2WNFBz1Zu3YtGRkZTJw40WJv859//plvv/2Wzz77jI4dOxIcHMzcuXN57LHHTPecFy1aVOQDRMHtlsKXgH///Xf27t1LgwYlT0/XrVs33n//fbKzs83uQT/wwAN8+OGHzJs3z/ScdHZ2NgsXLqRLly5mndfOnz9PZmamxYJakmbNmnHrrbeyfv16EhMTTWfIP//8MxcuXODZZ81nE0pJSSE6Opqnn366zPsqiLXgZ2YwGGjatCkZGRlmjzi6u7vTqFEjUlJSzMYv8Pb2JiwsjKSkJLN74oXfT4VvMQQFBREUFMSlS5fIyMgwLQ8JCcHf35/Y2FhycnLIyM3g5f0v88tF66O5hfiEMKvLLNr5tDN1touMjCQvL8/sQ9bNx6RpGkajES8vL7seU4H69evj4+NDdHS0WdGJiIjA1dXVdCwFSnNMaBpe6X8QcG05Ptd/QSnL2OW+TUkJeYQrXv1RXXzgCgQZkxx/TP9Vnt+9gIAAkpKSKpSnsjwbXViZBzPJycnh1ltvJSoqismTJ5s9/wr5z7oWFDBLg5mU5Mknn2T+/PkAjBkzhkWLFpXp9YW5uLigqio9e/Zk586dxbbt1asXu3btwsXFxWxAFkssnUkXJLfwJd2CT1kZGRmcPn26QoM8nP/tPAt7Lizz6x777TEa9KiceU4LfPvtt4wePZqgoCDGjRtHREQEsbGxLFiwgMTERJYvX859991nan/t2jUaNmxInTp1eO6558jMzGTOnDkEBwdz8ODBImcVEydO5NNPPy0xjgEDBvDHH39w5coVi/0YNm7cyODBg1m9ejX33Xcf8+bNY8KECfTo0YMRI0YQExPDwoULCQgIICwszDSYycKFC3n88ccZMmQIAwcOJCYmhrlz51KvXj3S09OLHYoT4M8//6Rjx45s3ryZu+++22zd8OHDWbt2LS+88AJNmjTh66+/Zv/+/WzZssXsueo+ffqwY8cOs59NSkoKn3ySP3zi7t272bRpEy+++CL+/v74+/ubDUG6bds27rrrLpo0acKECRNISUlh1qxZhIaG8ueff5p9kF29ejUPPPAAZ8+epXHjxiX+3AsUDGbStGlTs99zR59Jn712lvu+vY/jCdaHqO1ctzOrh68m1Me8l3tpztCMRiNnz54lMjISNze3qn0mnZuOFrME5cznKClHrf68bqahQN2BaJETMdS9G1XDeY6pgr97qqoSHR1N48aNzZ6VLusxpaen4+/vX+bBTMp8Jv3ee+8RFRVFgwYNSn25r7SmT59uKtCdOnWy2Ou0LDw9PcnMzDT7NGNNQdEtzf1PDw8Pi71yXVxcihQHg8Fgk277x1cdL3Kp2+BqwOBqoOPTHTkw5wDGXCOaUTNbf3zV8Uov0g8++CDNmzdn+vTppsIcGBjI7bffziuvvEKrVq3M2gcGBrJ27Vr+7//+zzSW9PTp0zlz5kypektbcvXqVX799VdGjRpl9ed9xx134OXlxZIlS7jvvvsYP348RqORDz74gMmTJ9O6dWs2bNhgeqSwwNixY4mPj+eLL75g8+bNtGzZkiVLlvDtt9+WalSyDh060KZNG1atWlWkSH/zzTe89tprLF68mOvXr9OmTRs2btxYZOATS65fv14k1n//+98ANGzY0KxI33777WzatInXXnuNV155BS8vL+69915mzpxZ5ErTt99+y2233VamAl2YpfeBoigW82JtubWBI8q6fEvMFkZ8N4LrN4redy/wWNvH+Hzg53i6Wh/FrqTYDQaDKYbKPiZry6393pdqefrfcPozlOivUHKTLba3yM0fGo9DafoM+DQyjcFk7eKdXY/pv2z5u1eRvJb3inOZzqSjoqK49dZbycnJYf369QwZMqRIm/KeSX/xxRc89dRTQP49vF27dlW440pISAhXrlzhlltu4dixY8W2bdWqFcePHyckJMTUcae0bDksqCWaqvHv0H+TcfV/l1QUg0JAZAAj1owguGUwCScSWDlsJUlnk0zTVwJ41/bmxbgXK/WStyjZ4sWLmThxIufPn8ff39/R4VgVHx9PREQEK1asKPH595s507Cgmqbx773/5qVfX7I6F7SL4sJH/T5iUudJFbplZ6thI+1OUyHul/xnmy//SKnGEy7g3xqaPgvho+0ywYUjOXpY0DKdSX/00Ufk5OTQqFEjMjMzWbFiRZE2hYvh1q1bTdf8Bw8ebLrve7Ply5fzzDP5Q8M1bNiQX375xSY9S+vXr8+VK1dKNdxnQYexwvcBncWFPRfMCjQUHZjE2gAoGVczuLD3QqWfTYvijR49mhkzZvDZZ5/x6qulGIXJQf7zn//QunXrMhdoZ5KVm8WT3z/J0qPWJ1YJrBHItw9+y+0RZevpb42jhowsl9xU+HsRnP4M0sowa57iAvWHQbNnIbgn6PgRvZs5Mr9lKtIFl4T//vtvRo0aVWL7t99+2/R9TEyMxSK9YcMGHn30UVRVJTQ0lC1btpSqN3ZptGzZkj///NPUQcDaY1hxcXGmHtrl7UlemY6vyr+XprgouLi5MOiLQRafey4YAKVhn4b88NQPpsvf9rjkLYpnMBhKvJrjDN5/3/rAHlXB+ZTzDFs5jINx1m+btA1py9oRawn3D7fJPl1cXGjatKlNtlWpUk7mPz4V8w3kldxB1sQjGJqMhyYTwNv5TmIqm6Pz69CPf1u2bGH48OHk5eURGBjIL7/8Uu77YJYUfiSo8HPXNyu8rmAoSWdR0KsbIKBJQKnG3S48AArA8RXHzS6BC6FHO8/tpOO8jsUW6BG3jGD347ttVqAh/9J6enp6heYYqDSqES6uh613wQ8t4cznpS/QAZ2g2zdw73m49Z1qWaDB8fktU5FetGgRmqYV+1W4M9m2bdtMy2+eFGHPnj0MHTqU7Oxs/Pz82Lx5M7fccotNDqrAkCFDTJcpFi603jO6oAe5wWCweJ/dkXKzcqnVuBZtH2vLhIMTCG4ZXPKL+N/l77Zj21KrcS1ys2TEH6FPmqbx+R+fc8c3d5CQaXkOYgWF9+94n+X3L8fLzbb3UFVV5eLFi0V6Fjtc4j74vgnsvBfify3dawxu+TNQ3b0P+u+HiEfApfhpYfXO0fl1yNQehw8fZuDAgWRkZODt7c0PP/xgGnChLAoeSwEszqMbEhLC6NGjWbx4MZs3b+a7774rMsjFt99+y+bNmwF45JFHHD65xs3cvd15/LfHy9Xxq+Dyt6Zq0nFM6FJ2XjaTfpzE/EPzrbbx8/BjxQMr6N+kvx0jcwI+jSCrlJO01KgLTZ7Kv6xdo+jIdMJx7F6ko6Oj6devn2nAiHfeeQc/P79i79fVrl27xHmqrXn33XfZtGkTCQkJjBo1igMHDjBo0CAg/7nZgkdWgoODeeedd8q1j8pWbIH99Vd47jn4+GP47zzAZXq9EFVUXFoc96+6n70X91pt0yKoBetHricyMNJqG93yrA0NRkDsYuttgm/L76UdNkwmuHBSdi/Su3bt4urVq6b/v/DCCyW+5o033mDatGnl2l9YWBjff/899957L/Hx8cyYMYMZM2aYtQkJCWHdunU267BmN5oGr7wCJ0/m/3vHHdWqx6Wovn6/+Dv3rbqPy2nWzxSHNBvC4mGLqelRvpGeSktRFNzd3Z1zQpJmzxYt0i6e+Y9ONZ0Etdo6JKyqxNH5rULPDZRfly5dOHr0KFOnTqVVq1b4+Pjg4+ND69atmTp1KseOHbM436/T+/ln+OOP/O//+CP//0Lo3KLDi+i1qFexBfqN3m+wdsTaSi/QkN+XpVGjRvZ5TKdgBqo9D8OhKSW3D+wEgf/92+YdDm1nwr0Xoct8KdClZNf8WlDmYUFFUZU9mIlFmgZdusDBg2A0gosLtG8Pv/8uZ9PCISp7MJNcYy7//PmffLz/Y6ttfNx9+ObebxjWYpjN92+NpmmkpKTg5+dXeWdbxhtwblX+wCMFM1C51YR7L4FbCXMTxG/J79FddxAYqtBgK07CVvkt72Am1eJMWpcKzqILxrY1GuVsWuhWYmYi/Zb0K7ZAN67VmH3j9tm1QEN+79/4+PjK7f178EXYN8Z8isjc1OLvNxcIuQPqD5UCXU52yW8xpEhXRZoGr72Wf/ZcmItL/nK5OCJ05HD8YTrO68i22G1W29zd+G7+ePIPbqlt28c4nUbjxy0vP/2pvN91Top0VXTzWXQBOZuuMp555hnuuusuR4dRrE2bNuHj40NCguVnj+1h5bGVdF/QnXMp1ucan9x9Mj8+9CO1atSyY2R2FtABArsWXZ5yAq5stX88wm6kSFc11s6iCzjobPr48eM8/PDD1KtXDw8PD+rWrcvo0aM5ftz69ICVoU+fPiiKYppGrmbNmjRr1oxHHnmEX36xPJdweHi46TWKouDt7U3nzp355ptvLLaPjY3lscceo3Hjxnh6ehISEkKvXr1KPStcTEwM8+fP55VXXimybsGCBbRo0QJPT08iIyNNU1GWJD09nTfeeIP+/fsTEBCAoijFTvOqqipz5syhbdu21KhRg8DAQPr27ctff/1latO/f3+aNGnC9OnTSxWDLRlVI//69V+MXD2SrLwsi208XT1Zet9SZt41ExcHXsot+J0p9/3K9L8htxSjgDUzn/cbN39o/n/gWw0fL7OjCue3ghwymImogMI9ui0pfDbdr59dQlqzZg2jRo0iICCgyHzS3333HStWrGDYMPvdJ6xfv76psGRkZHD27FnWrFnDkiVLGD58OEuWLMHNzfyZ0LZt2/Liiy8C+WO5z58/nzFjxpCdnc2TTz5panf27Fk6depEjRo1ePzxxwkPDycuLo6DBw8yY8YM0wxwxZk9ezYRERHcfrv55A4FM8Hdf//9/N///R+7du0yzbf90ksvFbvNxMRE3nrrLRo0aMCtt95a4hSajz/+OEuXLuXRRx9l0qRJZGRkcOjQIbPHIwEmTJjAP//5T9588018fX1LPDZbSL6RzEOrH+Knsz9ZbdPArwFrR6ylfWh7u8RExnnITrS4ygCEeQPJxVxx8AgC70Lj52tq/ihgpz6Byz9Ax0+g6cTiYwh7ADz/L38s7WYFM1BZnrRI2I7BYHDsxEuaqLCUlBQN0FJSUiyuz8jI0A4cOKBlZGRUbEeqqmmdOmmai4um5Z8rW/5ycclvp6oV218pnD17VvPy8tKaN2+uXb161WxdQkKC1rx5c83b21uLjo62yf6MRqOWlZVldX3v3r21W265pcjyvLw87ZlnntEAbcqUKWbrGjZsqA0cONBs2dWrVzUfHx+tRYsWZsufeeYZzdXVVYuNjS2yjytXrpQYf05OjhYUFKRNnTrVbHlmZqYWGBhYJI7Ro0dr3t7eWlJSUrHbvXHjhhYXF6dpmqb98ccfGqAtXLjQYtuVK1dqgLZmzZoS471y5Yrm4uKiLViwoMS2tvg9P371uBb5caTGNKx+9VrYS7uSXvLP2mbSz2nack9NW0r5v5Z75m8nJ0XToj7WtA1Nzdd/37x079f083Z5X4v/MRqNWkJCgmY0Giu0nZLqhDVyubsqsXYv+mZ2vDf9wQcfkJmZybx58wgONh9XPCgoiC+++IKMjAxmzpxpWj527NgiQ7hC/lzkN19SUhSFSZMmsXTpUm655RY8PDzYtGlTmeN0cXHh448/pmXLlnz66aekpKQU2z44OJjmzZsTHR1ttjw6Opr69evTsGHDIq8pzah4v/32G4mJidx50+hw27Zt49q1a6YpWwtMnDiRjIwMfvjhh2K36+HhUeohbWfNmkXnzp0ZNmwYqqqSkZFhtW3t2rVp06YN69evL9W2K2J91Hq6zu/KmaQzVttM7DSRXx/5ldre5RuBsFyyE0G9UbFtqDfg4GRYWw/+fK7oFJGpUXBlS8nb8Q6TRyztTNM0EhMTq8YEG8KBSroXfTM73Zv+/vvvCQ8Pp2fPnhbX9+rVi/Dw8BKLTHG2bt3KCy+8wIgRI5g9e7bFAl8aLi4ujBo1iszMTH777bdi2+bl5XHx4kVq1TLvjNSwYUMuXLjA1q3l66yzZ88eFEWhXbt2ZssPHToEQMeOHc2Wd+jQAYPBYFpfUampqezfv59OnTrxyiuv4Ofnh4+PD40aNWLVqlUWX9OhQwf27Nljk/1bomoqb+14i3tX3ktaTprFNu4u7swfPJ9P7/kUN5cqOnzlhVXFz0B1qnT9D0T1Ivekq4qS7kXfzA73plNSUrh8+TJDhw4ttl2bNm3YsGEDaWlp5bqveerUKY4ePUrLli3LG6pJq1atAIqcIefm5pKYmH/PMT4+npkzZxIfH8/Eieb3CZ977jkWL17MHXfcQdu2benduze33347d911V6kG8IiKiiIgIKDIYAZxcXG4uLgUORt3d3cnMDCQy5dLOVFCCaKjo9E0jRUrVuDq6srMmTPx8/Nj9uzZjBw5kpo1a9K/v/lEFI0aNSIxMZGrV6+Wewx9a9Ky0xizbgxro9ZabRPqE8rq4avpFtbNpvt2OvE/Q/Y18Ah0dCTCiUiRrgoKn0WXdKm7sIKz6bvvrpRLZGlp+Wc9JRXegvWpqanlKtK9e/e2SYEG8PHJH52pIPYCP//8c5HL9Y899hgffPCB2bJbbrmFw4cP8/bbb7Nx40YOHz7M7Nmz8fHxYdasWWadzCy5du1akbNzgKysLNzd3S2+xtPTk6wsyz2cyyo9Pd0Ux759+0zD4Q4ZMoSIiAjeeeedIkW6IN7ExESbFumzSWe5d8W9HE+w/gRAl3pdWDNiDXV969psv06n8AxUUqCdjqIolTuaXAnkcndVUNp70Ter5HvTBQX35oJ3s9IWc2siIiLK9TpLCorUzbF06dKFX375hU2bNvHhhx/i7+/P9evXLRbOpk2bsnjxYhITEzly5Ajvvfcerq6ujB8/nl9/LXneXkv3tmrUqEFOTo7F9jdu3KBGjRqlObwSFWwnIiLCbLx6Hx8fBg8ezP79+8nLy7MYry3/SP0c/TOdvuxUbIF+rO1jbB+7Xb8FOvg26LEShsZC69dkikgnZTAYCA0NddjY3VKknV1Z70XfrBLvTfv5+REaGsqRI0eKbXfkyBHq1atnusRr7Y+90cqHEFsVKMA0JWqTJk3MlgcFBXHnnXfSr18/XnzxRZYsWcK6deuYPXu21W25uLjQunVrXn75Zdauzb9cu3Tp0mL3HxgYyPXr14ssDw0NxWg0FnkEKicnh2vXrlG3rm0KVcF26tQpWhBq165Nbm5ukY5kBfEGBQVVeP+apvHhng8ZsHQAyTeSLbZxUVz4ZMAnLBiyAE9Xzwrv06m4eELjcdD/INy1CxoOlykinZyqqsTFxcmwoMKK8p5FF6jks+lBgwYRExNjtSPWrl27iI2NNc3hDfmXTwvmEy/s3Dnro0rZgtFoZNmyZXh5eXHbbbcV23bgwIH07t2b9957r9jezwUKOnzFxcUV26558+Zcv369SO/ytm3bAnDgwAGz5QcOHEBVVdP6iqpbty4hISFcunSpyLrLly/j6elZ5CpDTEwMQUFBRW4HlFVmbiYPr32Yyb9MRtUs/8EL8gri10d/ZVLnSc459WNFNH3ufzNQBbQrub1wCtp/J9iQ3t2iqIqeRReoxLPpyZMnU6NGDSZMmMC1a9fM1iUlJfHUU0/h5eXF5MmTTcsbN25MSkqK2Rl4XFyc6Wy0MhiNRp577jlOnjzJc889V6pZaF566SWuXbvGl19+aVq2a9cucnNzi7T98ccfAWjWrFmx2+zWrRuapvHnn3+aLe/bty8BAQHMmTPHbPmcOXPw8vJi4MCBpmWJiYlERUWRmZlZ4jFYMmLECC5cuGA2AltiYiLr16+nb9++RS7r/fnnn3TrVrFOW+dTznPbV7ex7Ogyq23ahrTlwJMH6BPep0L7clqNxsg9Z1Fm0nHMmZW1R7c1ldjTOzIykq+//prRo0fTunXrIiOOJSYmsnz5cho3bmx6zciRI3nppZcYNmyYaUStOXPm0LRpUw4ePFjhmFJSUliyZAmQP31iwYhj0dHRjBw5krfffrtU2xkwYACtWrVi1qxZTJw4ETc3N2bMmMGff/7JfffdR5s2bQA4ePAg33zzDQEBATz//PPFbvO2224jMDCQX3/9lb59+5qW16hRg7fffpuJEyfy4IMP0q9fP3bt2sWSJUt49913CQgIMLX99NNPefPNN9m2bRt9+vQxW56cnGzqCf79999z8eJFAJ599ln8/PwAePnll1m1apVpZDM/Pz/mzp1Lbm4u7733nlm8V69e5ciRI0V6uZfFznM7eWDVAyRkWh+Ra2SrkSwYsgAvN9tPcSlElVahIVSEpmmVNOJYaUcXK+1XJY9CduTIEW3UqFFaaGio5ubmpoWEhGijRo3Sjh49arH9zz//rLVq1Upzd3fXmjVrpi1ZskR74403tJt/JQFt4sSJpY6jd+/eGmD68vHx0SIjI7WHH35Y+/nnny2+xtKIYwUWLVpkNnrX7t27tYkTJ2qtWrXS/Pz8NDc3N61Bgwba2LFjSz2q2nPPPac1adLE4rp58+ZpzZo109zd3bXGjRtrH330kabelLOCn9O2bduKHEfhYy/8FRMTY9Y2OjpaGzZsmFazZk2tRo0aWt++fbX9+/cXiWfOnDmal5eXlpqaWuJx3fx7rqqq9unvn2qub7laHT1MmaZoM36bUeQYncq1Pys22ljB17U/HX0kohwcPeKYomkyz1lFlTSZd2ZmJidPnqRFixalepYWgM2b4aZHYWxi0ya7jektLPv7779p3rw5P/30E3fccYejwylWu3bt6NOnDx999FGJbQv/nru4uzDxx4ksOLTAant/T3+W37+c/k0q4ffclpIOwqYOFd9O/z8hwE5jjQunU1KdsEbuSTsjW92LvpnMN+0UGjVqxLhx43j//fcdHUqxNm3axJkzZ3j55ZfL9LqEjARu//r2Ygt0y+CW7H9iv/MXaFHtqarKhQsXHNa7W+5JOyNb3Yu+mQNmyBKW3dxBzBn179/f9Fx5WTy85mH2xu+1un5os6EsHrYYXw/7zKpVYWpeyW2EbmmaRkZGhvTuFv9VWWfRBeRsWlSy4jqITes9jTUj1lSdAq1pcGKGo6MQ1ZgUaWdT0eeiS2LHGbKEKODj7sPaEWt5o88bGJQq9Gcn6iO4uMbRUYhqrAq9W6qByj6LLiBn08KOmgQ0Yd+4fdzb/F5Hh1I2F9fDoX/aZlsGT/Co+Ihtwv4MBgMhISEOGxZU7kk7k8q6F30zuTct7KRf434sv385tWoUnVTEqSUdhN0Pkf8E200MntBlAfg1L/32PILAu4HNwhP2oygK/v7+Dtu/FGk7KrZ3YMFZtMEA9uhFaDBU6gxZovop6Fij/bewTek+hffueA8XQyVfGbK1zEuwYzAYLY3opsBtK6H+ENMSVVWJjY0lPDzcYWdbovI4Or9SpO2gYCal9PR001SJReTkwPnz9inQkL+fCxfy9+vhYZ99Cl1LTU0lT83jes51lt23jFGtRzk6pLLTNNjzMGRZmb+73YdmBTr/JRo5OTkO6/0rKpej8ytF2g5cXV0JCgoyTWrg4+Nj8ROZsnMnJFjvGWtztWujGY1QzjGghdA0jdzcXK4lXSP5ejJbr2xl86ObaRdaRSeQUBTo+DFsHwSZ583XNRkPzV9wTFyi2pIibScNGuTfj7I0+5AZTztOzZeamv8lRAWl5qby05Wf+Ocd/6S2T21Hh1Mx/q2h3++wcyhc25+/LORO6Pip3BoSdifDgtpAWYZ7y8vLIycnx+I6TdPIysqiRo0a+pumr5qryrndHrOdqdumkplb9IqLqqlcy77GQ7c+xKx+s3Bz0dHcyHlZsG8MJB+Du/eAu7/FZgWDXXh7e1e53IqS2Sq/5R0WVM6k7czV1RVXV+s/dm9vbztGI+ypquVW1VTe3vE203ZMs9rG3cWdOQPn8Hi7x+0XmL241oAeKyA7yWqBhvzev1b7mogqz9H5la6ITsRoNHL69GmMlTWQiXCYqpbbtOw07l91f7EFOtQnlB1jd+izQBdQDOBZ/PPNVS23omwcnV85k3YyjhrEXVS+qpLbs0lnGbpiKCcSTlht07V+V1YPX01d37p2jMx5VZXcivJxZH7lTFoIYbL57GY6fdmp2AL9eNvH2T5me9Uu0MZsiP/V0VEIUSIp0kIINE3jg90fcM+ye0i+kWyxjavBlU8HfMr8IfPxcK3Cz9ZrGvz+BGy9C46/L8PjCqcml7udiMFgICIiQkYt0iFnzm1mbiZPbHiC5ceWW20T5BXEdw9+R+/w3naMrJIcewdil+R//9fLkHYaOs0FF/dybc6ZcysqztH5lSLtZIrr+S2qNmfM7bnkcwxbOYxD8YestmkX0o61I9bS0L+hHSOrJLEr4Ojr5sv+XgjpMdBzNXgElGuzzphbYTuOzK989HMiqqpy5swZ6YSiQ86Y2x2xO+j4ZcdiC/SoVqP47fHf9FGg0/+GfWMtr7t+EG7El2uzzphbYTuOzq8UaSGqGU3T+Gz/Z9y5+E4SMxMttjEoBmbeOZOl9y3Fy83LzhFWEp9G0O6D/MeqClNc4LZvwa+lY+ISohhyjUaIaiQ7L5tnfniGrw5/ZbWNv6c/K+5fQb8mOpzGtNmz+cV690jIS89f1vFTCL3bsXEJYYUUaSGqictpl7l/1f3su7jPapuWwS1ZP3I9TQKa2DEyO6s3EO7aDTsGQdgDEPmUoyMSwioZu9sGyjsm6800TUNVVQwGg4wBrDOOzu2+i/u4b+V9xKXHWW1zb/N7+ebeb/D18LVjZA50IwHcA6CC8107Oreictkqv+WtE3JP2snk5eU5OgRRSRyV268OfUXvRb2LLdDTek9j9fDV1adAA3gGV7hAF5D3rb45Mr9SpJ2IqqrExMRIL1EdckRuc425PPvjs4zbMI4co+WZ13zcfVg3Yh1v9HkDw80dqkSpyPtW3xydX7knLYQOJWQk8OC3D7Lj3A6rbZoENGH9yPW0DNZZr+bkY+DmB95hjo5EiAqTIi2EzhyKO8S9K+/lfMp5q236N+nPsvuWUatGLTtGZgeZl2H7ANCM0GsDBHZ0dERCVIhc33IyMrSgftkjt8uPLqfHVz2KLdAv9XiJjaM26q9A52XAziGQeRGy4uDXXnBhjV12Le9bfXNkfqV3tw3Yqne3EOVlVI28suUVZu6ZabVNDdcaLBiygFGtR9kxMjvRVNj1AFxcW3Rd2xnQYjJIz2vhQNK7Wwc0TSM9PR353KQ/lZnb61nXGbhsYLEFuoFfA3Y/vlufBRrg8MuWCzRA3Ob8y9+VRN63+ubo/EqRdiKqqnLx4kXpJapDlZXb41eP03l+ZzZHb7bapnfD3hx48gDtQtvZdN9OI3oBnLTyAaVmM+j5HRgqr/uNvG/1zdH5lSItRBW1LmodXRd05WzSWattJnWaxC+P/EKwd7AdI7Oj+K2w38qIYR6B0HsjuOvs3ruoVqR3txBVjKqpvLXjLd7c8abVNu4u7swZOIfH2z1ux8jsLPUU7LofNAsDTRjcoOda8NXx8KaiWpAi7UQURcHd3V2GFtQhW+U2LTuNR9c9yrqodVbbhPqEsmbEGrrW71qhfTm1G4mwfSDkJlte32UB1O5pl1Dkfatvjs6v9O62AendLezhbNJZhq4YyomEE1bbdK3fldXDV1PXt64dI7MzYzZsvQsSdllef8tUuPVt+8YkRAmkd7cOaJpGcnKy9BLVoYrmdtPZTXT6slOxBfrxto+zfcx2fRdoTYP9460X6AYjoI312wCVE5K8b/XM0fmVIu1EVFUlPj5eeonqUHlzq2kaM3fPZOCygSTfSLbYxtXgyqcDPmX+kPl4uHrYIFondvw9iPnG8rrArtB1Idh5DHJ53+qbo/Mr96SFcFKZuZk8seEJlh9bbrVNkFcQ3z34Hb3De9sxMgc5twqOTLW8zrsh9FoHrjXsGpIQlU2KtBBO6FzyOe5deS+H4w9bbdMupB1rR6yloX9D+wXmKIm/w74xlte5+uY/alWjjn1jEsIOpEg7EUVR8Pb2ll6iOlSW3G6P3c6D3z5IYmai1TajWo1i/pD5eLl52TJM55Qemz8mt/FG0XWKAW5bBf6t7B6WKQR53+qao/Mr96SdiMFgICwsTAbr16HS5FbTND7d/yl3fnOn1QJtUAzMvHMmS+9bWj0KdG4q7BgMN65aXt/hE6jb374x3UTet/rm6PzKb5UTUVWVxMRE6YCiQyXlNjsvmyc2PMGzPz2L0co40/6e/vz40I9M7jG5epy1qXnw2whIOWZ5fdPnoOkz9o3JAnnf6puj8ytF2olomkZiYqI8yqFDxeX2ctpl+nzdh68Of2X19S2DW/LHk3/Qr0m/SozSyfz5PMRtsryu7kBoP8uu4Vgj71t9c3R+bV6kX3rpJRRFMX1t377dYjtVVTlx4gSLFi3imWeeoVOnTnh4eJT4uvIIDw83i8naV3h4uM32KQRArjGXdVHrmLF7Bv85+h9m7J7Buqh15BpzAdh3cR8d53Vk38V9Vrdxb/N72TduH00CqtEQl6c+gTOfWV7n3wZ6LAeDi31jEsIBbNpx7PDhw8yaVbpPt4sXL2bs2LG23L0QTuNy2mW+OPAFcw7MISEzAVflv2+1k5Cn5RHsFUzX+l3ZdHYTuWqu1e1M6z2N13q/hsHOz/461KUf4ODzltd5hkDv78HN164hCeEoNivSqqoyfvx48vLyqF27NlevWuno8V+FLx24ubnRunVrcnNzOXr0qK1CKmLo0KG88847Vte7u7tX2r5LQ1EU/Pz8qsf9Rh3bHrudwcsHk5WbZbq/nHfTJBAJmQl8f/p7q9vwcfdhybAlDG0+tFJjdTrXj8DukaBZuP/nUgN6bwDvBvaPqxjyvtU3R+fXZkX6448/5o8//qB58+YMGzaM6dOnF9u+ZcuWfPzxx3Tq1Im2bdvi6enJtGnTKrVI+/v706qV4x7VKInBYCA0NNTRYYgK2B67nbsW34WqqaiWCk0pNAlowvqR62kZ3NLG0Tm5rDjYMQjy0i2v77YYAjvZN6ZSkPetvjk6vza5hnb+/Hlee+01AObOnVuqM9LOnTvz7LPP0rVrVzw9PW0RRpWnqipxcXHSS7SKupx2mcHLB1eoQPdv0p/9T+yvfgU6LxN2DIXMC5bX3zodGtxv35hKSd63+ubo/NqkSE+cOJH09HTGjBlD797VYHjCSqJpGikpKdJLtIr64sAXZOVmlbtA9wjrwcZRG6lVo5aNI3Nymgp7H4WkPyyvb/QYtHzJvjGVgbxv9c3R+a1wkV61ahUbN24kICCADz/80BYxCVHl5BpzmXNgjtVnnEvjTNKZchf4Ku2vqXBhteV1tftAp7kg93tFNVWhIp2cnMw//vEPAGbMmEFQUJBNgqosO3fupG3btvj6+uLl5UVERAQjRoxg3bp18ilYVMgPZ34gITOhQtu4mnGVH8/8aKOIqojohXDCSv8V30jouRpcHNuhUwhHqlDHsSlTphAfH0+PHj0YN26crWKqNDExMWb/j42NJTY2llWrVtGjRw9WrlxJvXr1StxOdnY22dnZpv+npqYCYDQaMRrzz6QURcFgMKCqqtkHAGvLDQYDiqIQEBBgdu+jYHnBdgsvB4rcJ7G23MXFBU3TzJYXxGJteWljL+mYrC3X0zGdTDiJq8GVPNW8F3dZuCguRCVGMUQb4hTHVOl5StiF9scELJ0ja+4BqD03gKsfGI1OfUyqqhIQEGDaj+7ypMffvTIck6ZpBAUFoWmaWTxlPabyngiWu0jv2rWL+fPn4+rqyty5c5368QN3d3eGDBnC3XffTatWrfDz8yM5OZm9e/cyZ84cLly4wO7du7nrrrvYu3cvfn5+xW5v+vTpvPlm0Ynlo6Oj8fHxAcDPz4/Q0FCuXLlCSkqKqU1QUBBBQUFcunSJjIwM0/KQkBD8/f1JT08nKSnJtLx+/fr4+PgQHR1t9gsVERGBq6srZ86cMYshMjKSvLw8sw8kBoOBpk2bkpGRwcWLF81+Lo0aNSIlJYX4+HjTcm9vb8LCwkhKSiIx8X9jSJf3mGJjY8nJydH1MV3PuI5isdyUnoJCWk6a0xxTpebJVaHR8cdQLD0jbnAjpc1XxMcD8WeqzDGlp6frL096/N0r5zHFxcVV6Jhq1qxJeShaOcp7Tk4Ot956K1FRUUyePJmZM2earZ82bZqpiG3bto0+ffqUarvlfV1JkpOT8ff3t7guLS2NBx54gJ9//hmAF154ocQBWSydSRcktyAR5flEqWkaFy5coG7duqZPhs70iVKPn5JtdUwz98zktW2vVeietIviwrt932VKjylOcUyVnqfUk2g7BqFkxJr/ILouQg1/pMock6qqXL58mXr16uHq6qq/POnxd6+MZ9JxcXGEhoaanYyW9ZjS09Px9/cnJSWlTAW7XGfS7733HlFRUTRo0IA33nijPJuwK2sFGsDX15dVq1bRqFEjkpKSmDdvHu+//36xj5F5eHjg4eFRZLmLiwsuLuZDFVqbOcXSclVVycrKwmAwFNnOzf8vz3JFUcq0vCyxl2e5no4pMTOxQgUawKgZaR7U3GmOqUCl5cn/FpR+v8POeyFxb/6yli9DozFWO8s46zFlZWWZ/oDrLk/FLK8Ox2Q0GsnIyKjwz6C8V5vL3HEsKirKNFDJJ598gre3d7l27Ez8/PwYOXIkABkZGRw4cMDBEYmqIjM3k/Hfj2fWvopP9lDbuzb3RN5jg6iqEM/acMdWaDgSwh6AW62PCChEdVTmM+mPPvqInJwcGjVqRGZmJitWrCjS5tix/00tt3XrVtN1/8GDBzttUW/Z8n+DR1y6dMmBkYiq4kTCCYZ/O5zjCccrvC2DYuDpjk/j5uJmg8iqGBdP6L4M1ByoTmOUC1EKZS7SBfdi//77b0aNGlVi+7ffftv0fUxMjNMWaWfo+GYwGAgJCbF6+UQ4B03TWHh4IZN+nERWXlaFt2dQDHi7eTO+w3gbRFdFKQq4FL2FVBXI+1bfHJ1fm86CVZWdOHHC9H3dunUdEoOiKMXePxeOl5adxlM/PMWyo8uKbaegoFFyn0yDYsCgGPh+1PfU9XXM752oGHnf6puj81vmjwaLFi1C07Rivwp3Jtu2bZtpubPO15ySkmK6bO/l5UXHjh0dEoeqqvz9998yBrCTOhh3kPbz2hdboH3cfXjltlfwcffBRSl+vuOCM+hfH/mV3uE6HU434zyctzKamE7I+1bfHJ3fKn99pk+fPiiKgqIoxMbGFlm/adMmsrKsX5JMT09n+PDhXLt2DYBx48ZZ7LltD5qmkZOTI6OfORlN0/j494/ptqAbZ5POWm3XLqQdB8cf5N073iVqUhRTe00l2CsYyH+8ylVxNRXu2t61ea3Xa0RNitJvgc5NzZ/V6rcH4Ng7oNPfa3nf6puj8+vQy92LFi0y+//hw4dN32/atMms6DZp0oTbbrutzPt4//33GT16NPfddx+33XYbjRs3xsfHh5SUFPbs2cPcuXM5f/48AM2aNWPatGnlOBKhV0lZSYzbMI51UeuKbfds52f54K4P8HDN/4BX17cu0/pM49Wer/LjmR85kXCCc/HnaBjSkJbBLbkn8h59dxJT82D3KEj+79SzR16D1NPQ5csqe+9ZCEdwaJF+7LHHrK6bMWOG2f/HjBlTriINkJSUxPz585k/f77VNr1792bp0qUEBASUax9Cf/Zc2MOo1aM4n3Leaht/T3++GvIVw1oMs7jezcWNoc2HMihyEGfOnCEyMtLqM566cvBFuHzTOOSxiyEjFnqtBY9Ah4QlRFWj+45jH374IVu2bGHv3r2cOnWKxMREkpOT8fLyom7dunTp0oVRo0Zx9913O7yHt8FgoH79+tJL1MFUTWXGbzNKHEGsW/1uLL9/OQ39G5a4zWqV26u74PTHltflXAeDvq4gVKvcVkOOzm+5hgUV5lJTU/Hz8yvzcG/C+VxJv8Kj6x7l5+ifi233rx7/4q3b39L3JeuKOP05/PkcFP6Q41kH+v0O3iV/qBFCb8pbJ+SjnxMxGo2cPn26yHi1wj62/L2Ftl+0LbZAB3sFs2n0JqbfOb1MBbra5bbpM9B7I7j65v/fxRN6rddlga52ua1mHJ1fKdJORh7jsL88NY+pW6dy1+K7iE+Pt9qub0Rf/nrqL/o16Veu/VS73NbtD3fvAe8I6PYNBHVxdESVptrltppxZH51f09aiOJcTL3IqNWj+O38b1bbGBQDb/Z5k5dvexkXQzXo9GVL/q1g0In8M2khRJlJkRbV1venvmfs+rEkZSVZbVPPtx7L7l9Gr4a97BiZzkiBFqLcpEg7EYPBQEREhPQSrWQ5xhxe+uUl/vP7f4ptN6jpIBYOXUiQV1CF9ym51S/Jrb45Or9SpJ2Mq6ukpDJFJ0UzcvVIDly2Ph2pm8GNGXfO4Pmuz9v0sTzd5fbieqjVDrwbODoSh9NdboUZR+ZXPvo5EVVVOXPmjHRCqSQrj62k3Rftii3QEf4R7H58Ny90e8GmBVp3ub26C357EDZ3hsT9jo7GoXSXW2HG0fmVIi10LzM3k/Hfj2fk6pGk5aRZbTf8luEcmnCITvU62TG6KijtLOwaBmou3LgCW3rD+W8dHZUQuiRFWujaiYQTdP6yM18e/NJqG09XT74Y9AUr7l+Bn6efHaOrgnKuw/aBkH3tf8uMN+C34XD8PcfFJYROyY0UoUuaprHw8EIm/TiJrDzrs6A1D2rOqgdW0bpOaztGV0UZc2DX/ZB22vL63FT7xiNENSDDgtqArYYF1TQNVVUxGAwOH0e8KkvLTuOpH54qdt5ngMfaPsYnAz7B29270mOq8rnVNNj/JEQvsLw+7D647VtQqt/FuSqfW1EsW+W3vHVCzqSdTF5eHu7u7o4Oo8o6GHeQEd+NKHbeZx93H+YOnMvoNqPtGFkVz+3JD60X6ICO0G1xtSzQBap0bkWJHJnf6vuuckKqqhITEyO9RMtB0zQ++f0Tui3oVmyBbhvSlj/H/2n3Al2lc3thLRx+yfI6r/rQewO4etk3JidSpXMrSuTo/MqZtKjykrKSGLdhHOui1hXbblKnSXxw9wd4usoIWKWW9CfsGQ1YuCvm6pM/iUaNULuHJUR1IUVaVGl7Luxh1OpRnE85b7WNv6c/Xw35imEthtkxMh3IvAg7BoPRQsc7xQA9lkOtW+0flxDViBRpJyNDC5aOqqnM3D2TqVunYtSsTyHXtX5XVty/gob+jp8isUrlNjc9v0BnxVle324W1Btk35icWJXKrSgzR+ZXenfbgK16d4vSuZJ+hUfXPVrsvM8AL/V4ibdvf7tM8z4LQDXmD1Zy6XvL6yOfho6fgfRkFqLUpHe3DmiaRkZGBt7e3vIohxVb/t7Cw2sfLnbe52CvYBYPW1zueZ8rQ5XK7aHJ1gt0yN3Q4WMp0IVUqdyKMnN0fuUajRNRVZWLFy9KL1EL8tQ8Xtv6GnctvqvYAt03oi9/PfWXUxVoqEK5PTMXTn1keZ1fS7htFRjks31hVSa3olwcnV95twmndzH1Ig+tfohd53dZbWNQDEzrPY1Xer6Ci8HFjtHpSNzPcGCS5XUewfk9ud1l2FQh7EmKtHBq35/6nrHrx5KUlWS1TT3feiy7fxm9GvayY2Q6k3Iif1YrS53wDB7Qaz34RNg/LiGqOSnSTkRRFNzd3eW+FpBjzOFfv/6Lj/ZZufT6XwMjB7Lo3kUEeQXZKbLycerc3riaP2mGtbG3uy6C4G52DakqcercigpzdH6ld7cNSO9u24pOimbk6pHFzvvsZnDj/Tvf54Wutp33udox3oAtfSFxr+X1rd+C1q/ZNyYhdKi8dUI6jjkRTdNITk6mOn9uWnlsJe2+aFdsgY7wj2D347v5v27/V2UKtFPmVtNg3+PWC3T4w9Bqqn1jqoKcMrfCZhydXynSTkRVVeLj46tlL9Gs3CwmfD+BkatHkpaTZrXd8FuGc2jCITrV62TH6CrOKXN79E04t9zyuuDboMt8edSqFJwyt8JmHJ1fuSctHO5EwglGfDeCY1ePWW3j6erJ7P6zebL9k1Xm7NmpxSyFY29aXufTCHquBRcP+8YkhChCirRwGE3TWHh4IZN+nERWnoXxof+reVBzVj2witZ1WtsxOh1L2A2/P255nZsf9P4BPJ27I54Q1YUUaSeiKEq1GbUoLTuNp394mqVHlxbb7rG2j/HJgE/wdve2U2SVw2lym/437LwX1Jyi6xRX6Lka/JrbPayqzGlyKyqFo/MrRdqJGAwGwsLCHB1GpTsUd4gR343gTNIZq2183H2YM3AOD7d52I6RVR6nyG1Ocv6jVtmJltd3+hxC7rBrSHrgFLkVlcbR+ZWOY05EVVUSExN12wFF0zQ++f0Tui7oWmyBbhvSlj/H/6mbAg1OkFs1F3Y9AKlRlte3+Cc0edK+MemEw3MrKpWj8ytF2olomkZiYqIuH+W4nnWd+1bdx3ObniPHaOFS639N6jSJveP20jSwqR2jq3wOza2m5Q/3eWWL5fX1h8Kt79s3Jh3R8/tWOD6/crlbVLo9F/YwavUozqect9rG39Ofr4Z8xbAWw+wYWTUR9RGcnWd5Xa120H0pyHjnQjglKdKi0qiayszdM5m6dSpGS2NC/1fX+l1Zcf8KGvo3tGN01UTOdTj+juV1NepC7+/BtWp3yhNCz+RytxNRFAU/Pz9d9BK9kn6FAUsH8PKWl4st0C/1eImdY3fqvkA7LLfuteCu3eB90+QYLl75s1p51bNvPDqkp/etKMrR+ZWxu21Axu42tzVmK6PXjC523udgr2AWD1vsdPM+69aNBNg1LP8ZaRTotQ7qD3F0VEJUGzJ2tw6oqkpcXFyV7SWap+bx2tbXuPObO4st0H0j+vLXU39VqwLt8Nx6BkPfX6HhQ9DuAynQNuTw3IpK5ej8yj1pJ6JpGikpKdSuXdvRoZTZxdSLPLT6IXad32W1jUExMK33NF7p+Qou1ayjklPk1sUTui9x3P51yilyKyqNo/MrRVpU2MbTGxm7bizXsq5ZbVPPtx7L7l9Gr4a97BiZKELumwpRpUiRFuWWY8zhX7/+i4/2fVRsu4GRA1l07yKCvGQ8aCGEKAsp0k5EURSCgoKqRC/R6KRoRq4eWey8z24GN96/831e6PpClTimylTpuY3fAjeuQvioytm+sKoqvW9F2Tk6v1KknYjBYCAoyPnPNlcdX8WT3z9Janaq1TYR/hGsfGBllZv3ubJUam5TTsKu+yE3BdJOQ6vX5bK2HVWV960oH0fnV3p3OxFVVblw4YLT9hLNys1iwvcTGPHdiGIL9PBbhnNowiEp0IVUWm5vJMCOQfkFGuDoNNj7CBhv2HY/wipnf9+KinF0fuVM2olomkZGRoZTjgF8IuEEI74bwbGrx6y28XT15D/9/sP4DuPl0t9NKiW3xuz8Z5/T/zZfHrsUMmKhz0/g5mu7/QmLnPl9KyrO0fmVIi2KpWkaiw4vYtJPk8jMzbTarnlQc1Y9sIrWdVrbMbpq7sKa/w5OYoFXA3D1sW88QgibkyItrErLTuPpH55m6dGlxbYb23Ysnw74FG93GQParsJHQW4qHJgIhYdeDeoGXb+S+9JC6IAUaSdiMBgICQnBYHB8V4FDcYcY8d2IYud99nbzZu6gubqa97myVFpuIyeATyP47cH8+9Le4flDfrp42nY/wipnet8K23N0fuW3yokoioK/v79D7+dqmsan+z+l64KuxRbotiFtOTjhoBToUqrU3IbeBXfvgVptoc8P4CkjX9mTM7xvReVxdH6lSDsRVVX5+++/HdaL8HrWde5fdT/P/vQsOcYcq+0mdZrE3nF7aRrY1I7RVW2Vnlu/ltD/YP6/wq4c/b4VlcvR+ZXL3U5E0zRycnIc0otw74W9jFw9kvMp56228ff0Z8GQBdzX4j47RqYPdsmtnMk5hCPft6LyOTq/UqSrOVVT+WD3B7y69dVi533uWr8ry+9fTrh/uP2CE0KIak4ud1djVzOucs/Se/jXln8VW6Bf6vESO8fulALtCJoGx6dDeqyjIxFCOIAUaSdiMBioX7++XXoRbo3Zyq1zb2Vz9GarbYK9gvlp9E+8f+f7uLm4VXpMelbu3J6aDX+9Aj93gcR9lROcqBB7vm+F/Tk6v/Jb5UQURcHHx6dSexHmqXm8vu117vzmTuLT4622uz38dg4/dZj+TfpXWizVSblye/F7OPh/+d/fuAq/9oHYFZUSnyg/e7xvheM4Or9SpJ2I0Wjk9OnTGI3WLz1XxMXUi/T9ui9v73wbDcudIAyKgbf6vMUvj/xCXd+6lRJHdVTm3F4/DHtGQeE8qdn5y07MqIwQRTlV9vtWOJaj8ysdx5xMZXXz33h6I2PXjeVa1jWrber61mX5/cvp1bBXpcRQ3ZU6t5mXYcdgyMuwsFIB32Y2jUtUnDx+pW+OzK8UaZ3LMebw8q8vM2vfrGLbDYwcyKJ7FxHkJVPuOVReBuwcApkXLa9vOwPC7rVrSEIIx5EirWN/X/+bkd+N5I/Lf1ht42Zw4/073+f5rs9jUOTuh0NpKux5BJL+tLy+8Tho8U/7xiSEcCgp0k7EYDAQERFhk16Eq46v4snvnyx23ucI/whWPLCCzvU6V3h/onilyu3hl+HiWsvr6vSFjp/LgCVOyJbvW+F8HJ1fKdJOxtW1YinJys3ihc0v8MWfXxTb7sGWD/Ll4C/x8/Sr0P5E6RWb2+gFcHKm5XU1m0HP78DFvXICExVW0fetcG6OzK989HMiqqpy5syZcndSOJlwki7zuxRboD1dPZk7cC4rH1gpBdqOis1t/FbY/5TlF3oEQu+N4F6rcgMU5VbR961wbo7Or02L9EsvvYSiKKav7du3W2ynqionTpxg0aJFPPPMM3Tq1AkPD48SX1cRiYmJvP7667Rp04aaNWtSs2ZN2rRpw+uvv861a9Z7PFcFmqax8NBCOn7ZkaNXj1pt1zyoOfuf2M+EjhPkmU5nkXoKdt0PWl7RdQY36LkWfJvYPy4hhFOw2Tn84cOHmTWr+B7EBRYvXszYsWNttesS/f7779x7773Ex5sP3nH06FGOHj3K/PnzWbduHZ07V717s2nZaTz9w9MsPbq02HZj247l0wGf4u3ubafIRIluJML2gZCbbHl9lwVQu6ddQxJCOBebnEmrqsr48ePJy8ujdu2S57ItPJuIm5sb7du3p3Xr1rYIpYgLFy4wePBg4uPjcXV1ZcqUKezcuZOdO3cyZcoUXF1diYuLY/DgwVy8aOWxFyd1OP4wHeZ1KLZAe7t5s3jYYhYOXSgF2pkYs2HXfZAebXn9LVMh4hH7xiSEcDo2OZP++OOP+eOPP2jevDnDhg1j+vTpxbZv2bIlH3/8MZ06daJt27Z4enoybdo0jh61fqm2vF599VUSEhIAWLZsGQ8++KBpXc+ePenQoQMjRozg6tWrTJ06lUWLFtk8htIyGAxERkaW2ItQ0zQ+++MzXvz5xWLnfW4b0paVD6yUeZ/tJeM8ZCdaXGXQNCIDVQzJh/MXHHkdEnZZ3k6DEdDmzcqJUdhcad+3ompydH4rXKTPnz/Pa6+9BsDcuXPZtm1bia/p3LmzXS4tx8fHs3Rp/llmv379zAp0geHDh/PVV1+xefNmFi9ezPvvv09ISEilx2ZNXl4e7u7We/Fez7rOuA3jWBtl5VGd/5rYaSIf3v0hnq6etg5RWJJxHr5vBuoNi6sVwKU02/FvB10XgjyzXqWU9L4VVZsj81vhvwQTJ04kPT2dMWPG0Lt3b1vEZDMbNmww9ch77LHHrLYruD+uqiobNmywR2gWqapKTEyM1V6Eey/spd0X7Yot0P6e/qwevppP7/lUCrQ9ZSdaLdBl0m4GuNao+HaE3ZT0vhVVm6PzW6Ez6VWrVrFx40YCAgL48MMPbRWTzfz222+m74v7AFF43e7duxk/fnylxnWzXGMuP5z5gRNXT3D+ynkaXG1Ay9otGRg5EDcXN1RN5YPdH/Dq1leLnfe5a/2uLL9/ucz7XJV5BDo6AiGEEyl3kU5OTuYf//gHADNmzCAoyPnGfD5x4gQAfn5+xV7CDg0NpWbNmqSmpnLy5El7hcfltMt8ceAL5hyYQ0JmAq7Kf9NxEvK0PIK9gnn01kc5cPkAO87tKHZbU7pP4Z2+78i8z0IIoSPlLtJTpkwhPj6eHj16MG7cOFvGZDMFvbXr169fYtuwsDCOHz/OhQsXSmybnZ1Ndna26f+pqflDbxqNRtN0ZoqiYDAYUFXVrDd7wfKtf29l6MqhZOVmmc6O8256VjYhM4F/7/13sbEEewWzcOhC+jfOn/e5YF83X5pxcXFB0zSz5QWxWFtuLfbSLjcYDCiKYnX5zVO/FXTMuDl2a8ud6pg0DVs9ee40x6THPFXCMRVsS1XVYo+1Kh3TzbFU52NSVdW0vLCyHlPh78uiXEV6165dzJ8/H1dXV+bOneu0A2OkpaUB4OPjU2Jbb+/8x5PS09NLbDt9+nTefLNo79vo6GjTvvz8/AgNDeXKlSukpKSY2gQFBXEs/Rj9lvRD1VRUbrrPoUFp/9r3adiHN299k9pqbc6cOQNAZGQkeXl5xMTEmNoZDAaaNm1KRkaG2WNm7u7uNGrUiJSUFLNnyL29vQkLCyMpKYnExP/1Vi7umIKCgrh06RIZGf+bXjEkJAR/f39iY2PJyflfL/T69evj4+NDdHS02S9+REQErq6upmMpUBWOqYFPFl7YhrMckx7zVJnHdOHCBd0dkx7zVJ5jatq0KXFxcRU6ppo1a1IeilbG8p6Tk8Ott95KVFQUkydPZuZM8/GGp02bZipg27Zto0+fPqXabnlfVxwXFxdUVaVnz57s3Lmz2La9evVi165duLi4kJdnYfSnQiydSRcktyAR1j5lxaXH0eLzFmTmZqJq5gW6TTysXQHDRsKRYjqYGxQDr/d6nVd7vopyU0WXT8kOOqbkwyibO1Jh/f9Eq9XOOY5Jj3mqhGPSNI3MzEy8vb3lTFqHxwSQlZVFjRrmHTrLekzp6en4+/uTkpJSpoJd5jPp9957j6ioKBo0aMAbb7xR1pfblaenJ5mZmWafZqwpKLo3J8ISDw8PPDw8iix3cXHBxcX8QZubn6378uCXZOVmFSnQAG9vhUbJ8NY2uHeU5X37uPuwcdRGeocX35P+5jgg/5eqLMutPRdoq+WW9lnW5U5zTGrJv2Ol5TTH9F+6ylMxMZZ1eUHsRqORy5cvExkZaba8smKXPNn3mIxGIxcvXiQyMrJCP4PyXnEu0yNYUVFRpoFKPvnkE9MlYmfl6+sLlO4SdsHlitJcGi+vXGMucw7MsdhDu20cDDmd//3QU/n/t8TT1ZPuYd0rLUZRDn8+D9vudnQUQggdKtOZ9EcffUROTg6NGjUiMzOTFStWFGlz7Ngx0/dbt241XfMfPHiw3Yt6/fr1uXLlSqmG+yzoMBYWFlZp8fxw5gcSMhMsrntzG+QawE3N/3fadstn04mZifx45keGNh9aaXGKMrpxFfJK/iAohBBlVaYiXXBJ+O+//2bUKCvXYwt5++23Td/HxMTYvUi3bNmSP//809RBwNpjWHFxcaYe2i1atKi0eKISo3A1uJKnmt/zLnwWDfmFuuBs+nCo+TZcFBeiEqMYihRppxExBs4td3QUwkEURcHd3d1pO9CKinF0fnU99uBtt91m+n7HDuvPGRde16NHj0qLJz0nvUhHL/jfWXRhBWfTNzMoBtJy0ionQGFONULKiZLbhdwJHs43ToCwD4PBQKNGjazemxRVm6PzW6a9Llq0CE3Tiv0q3Jls27ZtpuXh4eG2jr1EQ4YMMf1gFy5caLVdwaQaBoOBIUOGVFo8Pu4+aJj3Giw4i3a7qR9Z4bPpwlRNxdfdt9JiFOQX5kMvwfoGsLkL5GUU397gAqH32Cc24XQ0TSM5Obncz8EK5+bo/Fbpj359+vRBURQURSE2NrbI+pCQEEaPHg3A5s2b+e6774q0+fbbb9m8eTMAjzzySKVOrtE8qHmRS92WzqILWDqbNmpGmgc1r5wAq7srO2BTR/jhFjg5E7Iu599rvlD8ZCYA1B9c+fEJp6SqKvHx8TJ2t045Or82maqyPG6eEvLw4cOm7zdt2mRWdJs0aWJ26bos3n33XTZt2kRCQgKjRo3iwIEDDBo0CICNGzfy73/nj+gVHBzMO++8U659lNbAyIEEewWbOo/dfC/6ZpbuTdf2rs09kXLWVilcvSHpz6LLY76BiIeLf61Po8qJSQhRrTmsSBc3K9WMGTPM/j9mzJhyF+mwsDC+//577r33XuLj45kxY0aR7YeEhLBu3bpSDR9aEW4ubjzd8Wne3fUuRs1o1qPbmsI9vQ2Kgac7Pi3jc1eWgA7g17Lofej4XyHzInhV7u+HEELcrEpf7i6tLl26cPToUaZOnUqrVq3w8fHBx8eH1q1bM3XqVI4dO0aXLl3sEsuEjhOo4VaD9vGKxXvRNys4m24fr+Dt5s34DvadoUs3Mi9CTnLxbRQlv6d2ERqcW1X8az2CwFDBqUENntIBrQpSFAVvb2/p3a1Tjs5vmYcFFUWlpqbi5+dX6uHetsduJ63/7fQ/U3KRhvyz6Z8iwW/T9hJHGhOF5GXk30+O+Rrit0D7j6D5P4p/TeZlWB8GmgounlD/3vzCHXInGEq48JRxPn9e6fLyCALvBuV/vRDCaZW1ThSQIm0DBT/8jh074upa8h2EphkZfH30aNl3dPAgtGtn+u/s2bMtDihTEXv37i12/dWrVxk61LbPaD/33HMlPnf/6quvsnXr1hK3paDRtl4q9zRP5PYm1/B2/9+noFNXvRi7sg2Q3wdhw4YNljdy6CXwjeR4ekueePrF0h9ICfLy8njvvfe46667im335JNPmg0KVFGtWrXiyy+/LLbNli1bmDp1qs32CTBv3jxat25dbJshQ4aQkGB5gJ/y6Nu3L++++26xbZYvX87HH39ss30CfPXVVzRr1qzYx3S6detm032OHDnSNF2wNfI3ovwK/kaoqkpSUhIBAQFF8nv06FHGjy/d1c28vDwOHDhQ+WN3C+sOHDhQqnYvA7lAme4su7rCtGmwfr1p0blz59i3b19ZtlJhOTk5Nt/ngw8+WGKb06dPF7vfJnXg0Z7wyG0QHmy5TbPamaRf2sexC1CvXj3rO2uX32chde9emx9rUlJSiW2OHTtm97wmJSXZfJ+lGY734MGDXLp0yWb7LE2/kri4OJsf65UrV2jatGmxbWy9z9IUffkbUX4FfyM0TSMxMZFatWoVaZOenl7pP18p0nbWFijXk9h5ebBhAxw6ZHY2XZ35e8HwrjCmJ3Qv/u+jyaO3wRQZHEwIUUVUi45jzuRN8s+iy6XgbLoac3WBge1g5bMQ9xl8Ma70BRpgZLf8/mFCCFEVyJm0HbWlnGfRBarx2XS4XzKzHoaHukMdv7K//tgF+HoXLN0N0gtD2Jqvr6/07tYpRVHw8/NzWH6lSNtQSR3HZkZFkZecXLEfeqF70w0bNqRr164V2VqZubu723yfoaGhlldkxUPsUoj5hg/6Hinzdq9nufLzqSB+jArmdIIXoNCwOTQkv1NISXx8fGx+rEFBJT9i1apVK5vuszTbCwgIsPmxlmba1/bt29t05rmS7gtD/u+brY81LCysxLGdbb3Phg0blqqNrv9GFNK0aVOb7rfgb4TBYLC6/7L8jSjoOFZW0rvbBkrVtf7QIWjf3nY7vamnt24Yb8DF9fmjfMVtBgtzbxfL4A71BkPEo1B3ABicY+AXVVW5cuUKderUkYkYdEZyq2+2ym95H8GSM2l7eeON/JuhtvhMpChFenpXaZoGiXvg76/h/CrITSn7NgK7QKMx0GAEeATYPsYK0jSNlJQUateu7ehQhI1JbvXN0fmVIm0vp07Z7maopkFUlG225UjpMRCzOP+sOT267K/3CoOIRyD8EfCTSUeEEPojRdpeTp6EEmZR2TZtG7ve3UWvqb3o80af4rdXVS+r5abC+e/yRwG7urPsr3f1hrD780cBq9MHlCr6cxBCiFKQIm0vBkOJhfX4d6fQcOH46lP0eftOOwVmB6oRrmzJv5x9cS0Ys8q4AQXq3J5fmMPuA7eSOyQ5G0VRCAoKkh7AOiS51TdH51eKtJNIPJXItVPX8r8/mci109cIbBro4KhsJDcFdgwGNadsr/Ntmn+fOfzhKj+mtcFgKFXPblH1SG71zdH5lWuFTuLk6pMoLvmf1BSDwonVJ0p4RRXiEZDf47o03GtB5NNw9z4YFAW3vFLlCzTk9xC9cOGCwyaOF5VHcqtvjs6vFGkncXzlcTQ1v2OZpmocX3ncwRHZmMUpIP9LcYV6Q+C272BYHHT6HIK66GpoME3TyMjIQJ541B/Jrb45Or9yudtO8m7kEXcwzmKis5KyuHLkitmyK39d4dT3p6gRUKNIe0VRCG0fiqunA9OnaZB0IP8+s5sPtH2/+PZ1+4NHMGQXmvGoVrv84h0+Cjzl8RUhhLiZFGk7+fPLP9n03Car6xWDYjqTLvj/iiHWp5jr/3F/ujzbxaYxlkrmRYhZkv/YVOrJ/GVuftB6Wv78y9YY3CD8ITi3EiIezh9sxL/4aQyFEKK6kyJtJx2e7EDS6ST2f7ofFOCmE+rCBdrS/wHT6zo/25kOT3aotFiLdexdODvXfFluClzcAA2HF//aNm9Buw/BUP1+7QwGAyEhITIilQ5JbvXN0fmV3yo7cfV0ZcAnAxi5fiQefh4YXMv2o1dcFTz9PBm5YSQDPh7guEvdjazcW475uuTXutWslgUa8m9R+Pv7y2M6OiS51TdH51eKtJ01G9KMZ449Q/1uJU9OX1iD7g14+tjTNBvcrJIiK6XALuAbWXR53Ob8CTGERaqq8vfff0sPYB2S3Oqbo/MrRdoBataryZhtY+j7bt/8S9jFUaDvu315dOuj1KxX+kHZyyTnOpz5An7tDdlJJcSjFO2p7eoLjcaW/TnoakTTNHJycqQHsA5JbvXN0fmVIu0gBhcD7Z8o3axY7Z9sj8HFxqlSc+HSRvhtOKwJhT+eyh+m85z1zmomEY/kPzYV2h+6L4P74qHLfF08zyyEEM6ket4gdBJR60o3SUbUuijbdRS7fhj+/gbOLYUbV4uuj/kGmj5T/Da8G+QXZg+djIgmhBBOSs6kHej4t8fNOiMUdCYr3KlMMSicWFXB0cey4uHkv+HHW+GndnDqI8sFGuDa75B6quRtSoEuE4PBQP369aUHsA5JbvXN0fmV3yoHyUrKInZbrOlRK8WgENQiiFEbRxHYLBDFkF+8NaNGzLYYsq6XcVIK4438Z5K3D4R19eHQPyH5SOleG/NN2fYlSqQoCj4+PtIDWIckt/rm6PxKkXaQUxtOoRk1U8exzs925vF9j0MkjPt9HJ2f7Zy/Qskv1Kc2lOLsVtMgYTfsnwBrQmD3SLj8I2jG0gcW2AX8bin7AYliGY1GTp8+jdFYhlyIKkFyq2+Ozq/ck7a3jPOQnciJZb8D4FnTjWFz29H07toYM47gln4e18wU+r9em0ZdOrP26UPcSMnlxLK9tB2sgkdQ0Q5a6bH5Z78x30B6dNlj8grL7wwW/gj4Na/4MQqL5BEd/ZLc6psj8ytF2p4yzsP3zUC9wdWDzxPe4jr3TVyNr5oOm8AFiAD4b3+ypsAz7/qy+rP7uHrwOmx6BgyeMPgUuPvD+e/yBxG5urPssbh6Q9j9+cNz1rkdFLmoIoQQzkaKtD1lJ4J6A4BnZn6Om0dOiRM9+dZKY8yrX5Ob7Z6/QL0Bv0+AhB1gLON9apT8ghwxBsLuy58YQwghhNOSIu0g7p6lH/hDUW5qH299og6LfJvmD+cZ/rA8y+wgBoOBiIgI6QGsQ5JbfXN0fqVI65V7LWg4Mv9ydqC+5mauqlxd5e2mV5JbfXNkfuWjn54orlBvMNz2HQyLg06fQ1BXKdBOQFVVzpw5Ix2MdEhyq2+Ozq98/NODWu3y7zOHjwLP2o6ORgghhI1Ika6qPEMg4uH8y9n+rR0djRBCiEogRboq6vAJRD5VbedmFkKI6kLuSVdFwd2lQFcxBoOByMhI6QGsQ5JbfXN0fuW3Sgg7ycvLc3QIopJIbvXNkfmVIi2EHaiqSkxMjPQA1iHJrb45Or9SpIUQQggnJUVaCCGEcFJSpIWwE+lYpF+SW31zZH6li7AQduDi4kLTpk0dHYaoBJJbfXN0fuXjnxB2oGka6enpaJrm6FCEjUlu9c3R+ZUibU8eQfnzQVeEwTN/O6JKUVWVixcvSg9gHZLc6puj8yuXu+3JuwEMPpU/r7QFRqOR8xfO0yCsAS4uLpa34REk000KIUQ1IUXa3rwbWC+yRiPZ13whIBKsFWkhhBDVhlzudiKKouDu7o4iU0vqjuRWvyS3+ubo/Cqa9HaosNTUVPz8/EhJSaFmzZqODkcIIYSTKW+dkDNpJ6JpGsnJydJLVIckt/oludU3R+dXirQTUVWV+Ph46SWqQ5Jb/ZLc6puj8ytFWgghhHBSUqSFEEIIJyVF2okoioK3t7f0EtUhya1+SW71zdH5ld7dNiC9u4UQQhRHenfrgKqqJCYmSgcUHZLc6pfkVt8cnV8p0k5E0zQSExPlUQ4dktzql+RW3xydXynSQgghhJOSIi2EEEI4KSnSTkRRFPz8/KSXqA5JbvVLcqtvjs6vzILlRAwGA6GhoY4OQ1QCya1+SW71zdH5temZ9EsvvYSiKKav7du3l/ian376iWHDhlG/fn08PDyoX78+w4YN46effrJJTH369DGLqbgvR1NVlbi4OOklqkOSW/2S3Oqbo/NrsyJ9+PBhZs2aVer2qqryxBNPcM8997Bu3TouXbpETk4Oly5dYt26ddxzzz08+eST1eoXX9M0UlJSpJeoDklu9Utyq2+Ozq9NLnerqsr48ePJy8ujdu3aXL16tcTXvPrqqyxYsACAdu3aMWXKFBo3bkx0dDQzZ87k0KFDzJ8/n+DgYN57770Kx9ixY0cWLlxY4e0IIYQQ9mKTIv3xxx/zxx9/0Lx5c4YNG8b06dOLbX/69Gk+/PBDIL947ty5kxo1agDQqVMnhgwZQu/evTlw4AAffPABjz/+OE2aNKlQjN7e3rRq1apC2xBCCCHsqcKXu8+fP89rr70GwNy5c3F3dy/xNf/5z3/Iy8sD4JNPPjEV6AJeXl588sknAOTl5fHRRx9VNMwqQVEUgoKCnOL+uLAtya1+SW71zdH5rXCRnjhxIunp6YwZM4bevXuX2F7TNNavXw9A8+bN6dq1q8V2Xbt2pVmzZgCsX7++WtzvMRgMBAUFYTDIk3F6I7nVL8mtvjk6vxXa66pVq9i4cSMBAQGmy9cliYmJ4fLlywAlFvWC9ZcuXSI2NrYioVYJqqpy4cKFatVZrrqQ3OqX5FbfHJ3fchfp5ORk/vGPfwAwY8YMgoKCSvW6EydOmL5v3rx5sW0Lrz958mQ5ovyfqKgounTpgr+/P56entSvX5+hQ4fyzTffkJubW6Ft24qmaWRkZFSLqwbVjeRWvyS3+ubo/Ja749iUKVOIj4+nR48ejBs3rtSvu3jxoun7+vXrF9s2LCzM9P2FCxfKHmQhV65c4cqVK6b/X7p0iUuXLrFhwwZmzJjBd999R4sWLUq1rezsbLKzs03/T01NBcBoNGI0GoH8+xgGgwFVVc2Sa215waUUTdNM2yhYriiK2bLC7W/+dGdtuYuLC5qmmS0viMXa8tLGXtwxKYpidXl1Oiaj0Yiqqqb1ejgmPeapPMdUkFtVVYs91qp0TDfHUp2PqaDNzdsu6zGVt8iXq0jv2rWL+fPn4+rqyty5c8t0Qz0tLc30vY+PT7Ftvb29Td+np6eXPVDyf2B33HEH99xzD7feeiuBgYGkpaVx8OBBvvjiC06ePMmJEye4/fbb2b9/Pw0aNChxm9OnT+fNN98ssjw6Otp0TH5+foSGhnLlyhVSUlJMbYKCgggKCuLSpUtkZGSYloeEhODr60tycjJnz541/dLVr18fHx8foqOjzX5JIiIicHV15cyZM2YxREZGkpeXR0xMjNnPoGnTpmRkZJh9SHJ3d6dRo0akpKQQHx9vWu7t7U1YWBhJSUkkJiaalpfnmPz9/YmNjSUnJ8e0vDoe09mzZ0lKSjLlVg/HpMc8leeYVFUlKSmJ8+fP07hxY10ckx7zVN5j8vX1BeDq1atm9ausx1SWOaQLU7QylvecnBxuvfVWoqKimDx5MjNnzjRbP23aNFMB27ZtG3369DFb//bbb/P6668DsGXLFvr27Wt1X1u3buWOO+4wvW7q1KllCRXIvyzv7+9vcV1ubi5PPvkkX3/9NQDDhg1jzZo1JW7T0pl0QXILElHeM+nr169Ts2ZN0wcfZ/pEqcdPyfY8k05NTTXlVg/HpMc8leeYNE0jNTUVPz8/OZPW4TFB/sllQbEu7zGlp6fj7+9PSkpKmQp2mc+k33vvPaKiomjQoAFvvPFGWV+Op6en6fvCnzIsKVwIb35Mq7SsFWgANzc35s+fz759+zh16hRr167l0qVL1KtXr9htenh44OHhUWS5i4sLLi4uZsus9Qi0tjwgIMDi8pu3W57liqKUaXlZYy/r8up0TK6urhZzW5WPSY95Ku8xFc6tXo6pNMuryzEVV0dKe0zlfYSrTB3HoqKiTAOVfPLJJ2aXo0ur8KeRki5hF76EUNKl8fJydXU1u6e+Y8eOStlPaaiqyt9//+2wXoSi8khu9Utyq2+Ozm+ZzqQ/+ugjcnJyaNSoEZmZmaxYsaJIm2PHjpm+37p1q+ma/+DBg/H29jbrLFb4PoElhTuLFe5EZmstW7Y0fX/p0qVK209JNE0jJydHeonqkORWvyS3+ubo/JapSBdcfv77778ZNWpUie3ffvtt0/cxMTF4e3ubFcSoqKhiX194fWl7XpeHjBQkhBDCGdl9CJWIiAjq1q0LlHxpeefOnQDUq1eP8PDwSoup8LPbBbEJIYQQjlamIr1o0SI0TSv2q3Bnsm3btpmWFxRZRVEYOnQokH+mvG/fPov72rdvn+lMeujQoZV2tpuXl8dXX31l+n+vXr0qZT+lYTAYqF+/vtWOCKLqktzql+RW3xydX4fs9fnnnzf1qnv22WfJysoyW5+VlcWzzz4L5Hfsev755y1uZ+zYsSiKgqIobN++vcj6bdu2kZycbDWO3NxcnnjiCdNoZoMHD67Ue98lURQFHx8fufyuQ5Jb/ZLc6puj8+uQIt20aVMmT54MwIEDB+jRowcrV67kwIEDrFy5kh49enDgwAEAJk+eTGRkZLn28/XXXxMWFsbo0aP58ssv2blzJ4cPH+a3335j9uzZtG3b1vSMdO3atZk9e7ZtDrCcjEYjp0+fLvJsoKj6JLf6JbnVN0fn1ybzSZfHu+++y9WrV/nqq684dOgQI0eOLNJm3LhxvPPOOxXaT3p6OsuWLWPZsmVW27Ru3ZoVK1YQERFRoX3ZgjzGoV+SW/2S3OqbI/PrsCJtMBhYsGAB999/P/PmzeOPP/4gMTGRoKAgOnXqxIQJExgwYECF9vHSSy/Rtm1b9u7dy4kTJ0hISCApKQkPDw/q1KlDx44deeCBBxg2bJjVh+OFEEIIRynzsKCiqIIhAcs63NvNjEYjZ86cITIyUj406IzkVr8kt/pmq/yWt05Id0QnYjAYiIiIkF6iOiS51S/Jrb45Or/yW+VkXF0ddgdCVDLJrX5JbvXNkfmVIu1EVFXlzJkz0glFhyS3+iW51TdH51eKtBBCCOGkpEgLIYQQTkqKtBBCCOGk5BEsG7DVI1iapqGqKgaDQYYY1BnJrX5JbvXNVvmVR7B0Ii8vz9EhiEoiudUvya2+OTK/UqSdiKqqxMTESC9RHZLc6pfkVt8cnV8p0kIIIYSTkiIthBBCOCkp0k5GhhbUL8mtfklu9c2R+ZXe3TZgq97dQggh9El6d+uApmmkp6cjn5v0R3KrX5JbfXN0fqVIOxFVVbl48aL0EtUhya1+SW71zdH5lSIthBBCOCkp0kIIIYSTkiLtRBRFwd3dXYYW1CHJrX5JbvXN0fmV3t02IL27hRBCFEd6d+uApmkkJydLL1Edktzql+RW3xydXynSTkRVVeLj46WXqA5JbvVLcqtvjs6vFGkhhBDCSUmRFkIIIZyUFGknoigK3t7e0ktUhyS3+iW51TdH51d6d9uA9O4WQghRHOndrQOqqpKYmCgdUHRIcqtfklt9c3R+pUg7EU3TSExMlEc5dEhyq1+SW31zdH6lSAshhBBOSoq0EEII4aSkSDsRRVHw8/OTXqI6JLnVL8mtvjk6v64O2auwyGAwEBoa6ugwRCWQ3OqX5FbfHJ1fOZN2IqqqEhcXJ71EdUhyq1+SW31zdH6lSDsRTdNISUmRXqI6JLnVL8mtvjk6v1KkhRBCCCcl96RtoOATVmpqaoW2YzQaSU9PJzU1FRcXF1uEJpyE5Fa/JLf6Zqv8FtSHsp6RS5G2gbS0NADCwsIcHIkQQghnlpaWhp+fX6nby9jdNqCqKpcvX8bX17dC3fRTU1MJCwvjwoULMga4zkhu9Utyq2+2yq+maaSlpVG3bl0MhtLfaZYzaRswGAzUr1/fZturWbOmvNl1SnKrX5JbfbNFfstyBl1AOo4JIYQQTkqKtBBCCOGkpEg7EQ8PD9544w08PDwcHYqwMcmtfklu9c3R+ZWOY0IIIYSTkjNpIYQQwklJkRZCCCGclBRpIYQQwklJkRZCCCGclBTpUjp37hwvvvgizZs3///2zjysqWP9498ACZEd2UXlioBFVKxbtWxuBS1atBZt3RD11qq03p9SrbYoVVzq8ljrVWsVQVsV1KtWsO4iZXNBEQERREFQRHBhUfZkfn9wc24iSUhCQiLM53nO85yceWfe95w5J++ZOe/MQF9fH507d8bgwYOxadMmVFdXt6psPp+Pu3fvIjIyEgsWLMDgwYOhq6sLFosFFouFK1euyFTO6dOnERoaCl9fXzg7O8Pc3BxsNhumpqYYOHAglixZgpycnFbZ2l5RZf1WV1fj+PHjmD9/PgYPHgxTU1Ow2WyYmZlh2LBhCA0NRUlJiVxlvnnzBjt27MCoUaNga2sLXV1dWFlZYcCAAfj6669x/vz5VtncESgtLUVsbCxWrlyJsWPHwtzcnHnmZs2apTQ9jY2NSEtLw+7duzF37lz069cPOjo6jK6CggKl6aL8j9TUVKxevRre3t7o2rUrdHV1YWBgACcnJwQGBiIxMVEpeioqKnDw4EEEBgbC1dUVxsbGYLPZsLCwwIgRI7BlyxaUl5crroBQWuTUqVPEyMiIABC7OTk5kfv37ytcfmRkpMSyAZC4uLgWy2hoaJBahmBjs9lk/fr1CtvaHlFl/aanpxMDA4MW68XIyIhERUXJVObly5eJnZ2d1PJcXV0VsrcjIe36BQQEKE1PaGioVF35+flK00VpwsPDQ6b/w5kzZ5K6ujqF9fz1119EV1e3RT3W1tbk8uXLCumg04K2QFpaGqZMmYKamhoYGBhg+fLlGDFiBGpqahAVFYU9e/YgNzcXvr6+SE1NhaGhodw6iNAoODabjb59+6KhoQEZGRlylWNsbIzhw4fjgw8+gL29PWxsbKCnp4fi4mJcuXIF+/btQ0VFBZYvXw4TExN89dVXctva3lB1/VZWVuL169cAADc3N4wbNw6DBg2CmZkZysrKcPz4cezZsweVlZWYNm0ajIyMMHbsWInlXbx4EePHj0dtbS1Th8OHD4elpSWqq6uRnZ2N2NhYPHv2rFXXpaPRvXt3vPfeeyrpgRB+vrlcLvr374+ysjI8ePBA6booTRQXFwMAunTpAn9/f3h4eKB79+7g8XhISUnBli1b8OTJExw4cAANDQ04dOiQQnpevHiBuro6aGlp4aOPPsKYMWPg6uoKExMTPH78GAcPHkR0dDRKSkowbtw4JCUloX///vIpUfgVooMgeCPT0dEhycnJzdI3btzIvC2tWrVKIR3Xrl0jv/zyC0lJSSE1NTWEEEJWrVolV0uaEEIaGxulpj98+JCYmpoSAMTCwqJF+Y6Aqus3KSmJTJ48mWRlZUmUOXnyJGGxWAQA6dmzJ+Hz+WLlSktLiZmZGQFA+vfvT0pKSiSW2ZrWQUdh5cqVJCYmhrmO+fn5KmlJnz17lvz666/k1q1bpKGhgRBCSEBAAG1JqxBfX18SHR0t8T+urKyMODk5MXUQHx+vkJ6oqCgyb9488ujRI4kyv/zyC6NnxIgRcuugTloK165dYy7uvHnzxMrweDzi7OxMABATExNSX1+vFN2KOGlZmDdvHlNuZmam0sp9F1Fn/b7NpEmTGFtu3rwpVmbOnDkEANHT0yMFBQUqsaMjoyonLQ7qpNVPTEwMUwdff/21SnUNGjSIACBaWlqkrKxMrrw0cEwKJ0+eZPYDAwPFymhpaWHmzJkAgPLycsTFxbWFaQoj3F1bW1urRkvUjybV74gRI5h9cd2gr169Yrrkpk+fDjs7O5XYQaF0FFp65pTJ8OHDATQFCefn58uVlzppKQii//T19TFw4ECJcl5eXsx+UlKSyu1SlJqaGvz5558AmpyPk5OTmi1SL5pUv3V1dcy+trZ2s/TY2FjU1NQAAD755BPmeHV1NfLy8lBSUiLy7ZNCoUinpWdOU3RRJy2F7OxsAICDgwN0dCTH2L333nvN8mgKDQ0NKCwsRFRUFD788EPcv38fADB79myFgtzaE5pUv/Hx8cy+s7Nzs/SrV68y+3379sWNGzfg7e0NQ0NDODo6wsbGBlZWVggKCqJBYxSKDLT0zKlCF5vNhoODg1x5aXS3BGpra/H8+XMAQNeuXaXKmpqaQl9fH2/evEFRUVFbmCeVgoIC9OjRQ2K6j48PtmzZ0oYWaR6aVL/p6ek4ffo0gCYHLO4P4+7du8x+XFwc5s6di8bGRhGZsrIy7NixA//5z39w9uxZuLq6Kt1WCqU9wOfzsWHDBub35MmTVabr9OnTuHPnDoCm/14jIyO58tOWtASqqqqYfQMDgxbl9fX1AYAZbqOJmJubIzo6GqdPn5b7RmlvaEr91tXVYe7cueDxeACAtWvXipV7+fIls//VV1+BxWIhLCwMhYWFqKurQ1ZWFjMBR0lJCSZMmIDKykql2kqhtBe2bt2K69evAwA+/fRTqZ+7WsPLly+xcOFCAE3d3KtXr5a7DOqkJSAcVMXhcFqUF6w1KvhuqE5sbW2RkZGBjIwMpKWlITY2FkFBQXjz5g2++uorbNy4Ud0mqh1Nqd+goCCkpqYCAAICAjB+/Hixcm/evGH2a2trER4eju+//x7dunUDh8NB7969ERERgS+//BJAU2/Krl27lGorhdIeiI+Px3fffQcAsLS0VNlzwuPxMG3aNDx69AgA8MMPP+D999+XuxzqpCXA5XKZ/fr6+hblBYEBnTp1UplNssJms9GnTx/06dMH/fv3h6+vL7Zv346rV6+CxWJhxYoVmD17trrNVCuaUL/r16/H3r17AQCDBw/Gjh07JMoK29uvXz/MmDFDrNy6deuYF4ro6Gil2UqhtAeysrIwceJENDY2gsvl4ujRo7C0tFSJrgULFuDs2bMAgHHjxiEkJEShcqiTloBwUJUsXZyClo4sXafqol+/fggLCwMAREREdOj5ndVdv7t378aKFSsANAWm/fXXX0yXujiE7fX29pYoZ2ZmhkGDBgFo+tYtywsIhdIRyM/Ph7e3N169egVtbW1ERUXB09NTJbqWL1+O3377DQDg4eGBI0eOKBxBTp20BLhcLszMzAAAjx8/lir76tUr5k+8W7duKretNfj5+TH7x44dU6Ml6kWd9Xv48GEsWLAAAGBnZ4cLFy7A3Nxcah5hvS3ZIEjn8/ki37IplI5KcXExRo8ejeLiYrBYLOzbt0/kv1CZ/PTTT0xQ2oABAxAbG9uqHjjqpKXQu3dvAEBeXl6zSFph7t27x+yrOpS/tVhYWDD7gm8lHRV11O+pU6cwc+ZM8Pl82NjY4NKlSy1GlwOAi4sLsy8IMpOEcLq0oWUUSkfg+fPn+Oijj/Dw4UMAwPbt25kJipTNzp07me/dzs7OOHfuXKuDdKmTloK7uzuApq7OmzdvSpQTHm/n5uamcrtaw5MnT5h9Te6abwvaun4vXbqEyZMno7GxEWZmZrhw4QJ69uwpU17hbjnBn40kBLMncblcdO7cWWF7KZR3nYqKCvj4+DBDGDds2MBEWyub33//HUFBQQAAe3t7XLx4scUeMlmgTloKEyZMYPYjIiLEyvD5fBw4cAAAYGJiIjLVnCZy9OhRZr9v375qtET9tGX9Jicnw8/PD3V1dTA2Nsa5c+dEWsct4enpyfSCxMTESGxN5+fn4/bt2wCaXii0tOgjTumYVFdXw9fXF7du3QIAfP/991i2bJlKdB0/fhyBgYEghKBr1664dOkSunTpopzCVTKbeDuitaskxcXFKTRpv7wLbJw4cYIUFxdLlYmPj2fWNtbR0SH37t2T2Z72SlvUb1paGjExMSEAiL6+PklMTFTI1p9++kmqLQ0NDWTMmDGMzNGjRxXS01FRZIGNiIgIhVZJowtsqJa6ujri7e3NXONFixYpVI4s9Xvu3DnC4XAIAGJpaan0/1X6waoFtm3bBjc3N9TU1MDb2xsrVqwQWW9YEMHn5OSEJUuWKKwnMjJS5LegNQQAZ8+eRUFBAfPbwcGB6aoVcPLkSUyZMgW+vr4YNWoUXFxcYGJigrq6Ojx48AAxMTE4cuQI+Hw+AGDlypXo1auXwva2F1Rdvw8ePICPjw/Ky8sBAGFhYTA2NkZmZqbEPJaWlmKHhXzzzTeIjo7GrVu38OOPPyInJwcBAQGwtLTEgwcPsHXrVqSkpAAAPv74Y0yaNEluezsSiYmJyMvLY34LZqADmuIU3n4mBZPFyMvr16+bBWkK6z127JhIt2j//v3lX3OYIsIXX3zBjF4ZOXIk5syZI/WZ43A4Cq1lcPXqVUycOBH19fVgs9nYunUrGhoapOrq2rUrTExMZFeiVJffTjl16hQxMjJi3qje3pycnMj9+/fF5pW1JS2pbHGbuHKE38ylbZ06dSJbtmxR0pVpH6iyfoXfxGXdpLXIiouLycCBA6Xm//jjj0llZaWSrk77RdZnRrCJQ5aWlnALvbX1T5ENeZ85Ozs7seW0VL/CPZ6ybhEREXKdC21Jy8D48eNx584dbNu2DadPn8bjx4/B4XDg4OAAf39/BAUFQU9PT602bty4EV5eXvj777+RmZmJZ8+eobS0FFpaWujcuTNcXFwwcuRIzJw5EzY2Nmq1VdN4F+pXgI2NDa5evYrw8HAcPnwYd+/eRXl5OczMzDBkyBDMmjULEydOVLeZFApFSbD++9ZBoVAoFApFw6ChnxQKhUKhaCjUSVMoFAqFoqFQJ02hUCgUioZCnTSFQqFQKBoKddIUCoVCoWgo1ElTKBQKhaKhUCdNoVAoFIqGQp00hUKhUCgaCnXSFAqFQqFoKNRJUygUCoWioVAnTaFQKBSKhkKdNIVCEUtOTg44HA64XC6ePHmibnPajN9//x2enp4wNTWFlpYWWCyWQktHvnjxAsHBwXB2dkanTp3AYrHAYrHw888/K9Xef/zjH2CxWGKX0iwoKGD0vr305rvC0aNHwWKx4OTkhIaGBnWb0+ZQJ00RISUlBSwWC/r6+mhsbGSOl5eXQ1tbGywWC4WFhVLLEPwpvL1xOBxYWVlh1KhR2Lx5M169eqXq06G0gsWLF6OhoQFz5syBra1ts/SGhgasX78e7733HnR1dWFlZYUZM2aIrH0uiV27doHFYsHT01MFlivO0qVLMXPmTCQkJKC8vByKrj9UUVGBYcOGYcuWLbh37x5qa2uVbGnbERkZKfGZFrdduXIFw4cPlyuPuE3wUjFp0iT07t0b9+/fx/bt29V7MdSBnMt0Uto5mzZtIgDIiBEjRI7HxsYSAKRbt24tlgEZ11W1trYmCQkJqjoVSitISkoiAAiHwyGFhYXN0vl8Phk/frzYerWwsJC4/jYhhJSWlhJTU1Oio6ND7ty5o8rTkIvCwkKira1NAJChQ4eS2NhYkp6eTjIyMkheXp5cZa1du5a5HkuXLiUJCQkkIyODZGRkkOfPnyvVbjs7O4nrmQuvZS3vOsYC5F0TPS4ujnh5ecm9zvLbm7C9Bw8eZO6t169fK3ah3lHoetIUEZKSkgAA7u7uIscTEhLEHpfGoEGDEBERwfyur69Hbm4udu7ciYSEBJSUlGD8+PHIzMwU21KjqI+wsDAAgL+/P7p169Ys/Y8//kBMTAxYLBaCg4Ph5+eH/Px8fPvttygpKcH8+fNx4cIFsWUvW7YMr169wr/+9S/07dtXpechD3FxceDxeACAvXv3wsXFReGyLl68CKDpGfjpp5+UYp8mEBYWBj8/P6kyPXr0QEREBN68eSM2/YcffsCff/4JADh37hy6dOkiVq5r167M/pQpU7B06VI8efIEu3fvxuLFixU8g3cQdb8lUDQLS0tLAoCcO3dO5LibmxsBQHbs2NFiGfjvm7CXl5fYdB6PR/z9/Rm5xYsXK8N0ipK4d+8eYbFYBAA5c+aMWJmRI0cSAOTLL78UOZ6cnMzUa1FRUbN8ycnJhMViEWtra1JRUaES+xVl3bp1jO319fWtKsvJyYkAIFOnTlWSdZJpy5a0omUIExAQwJSXn58vc77FixcTAKRHjx6Ex+O12o53BfpNmsKQl5eH0tJSaGtrY9iwYczx2tpa3LhxA4B8LWlJaGlpYcOGDczvs2fPtrpMivKIiIgAIQSWlpYYPXq0WJnbt28DAL744guR48OGDYOdnZ2IjAAej4eFCxeCEIJNmzbByMhI6ba3hrq6OmafzWYrpazWlkP5H9OmTQMA5OfnIy4uTs3WtB3USVMYBF3d/fr1g6GhIXP8+vXrqK+vh4mJCfr06aMUXfb29jAzMwMAPHr0iDnO5/Nx+fJlBAcHw83NDebm5mCz2TAxMUH//v0RHBzcYuCaIGhl+PDhAID79+8jKCgIjo6O0NPTA4vFEgluevr0KXbu3InPPvsMjo6O0NfXh66uLmxtbeHn54fo6Gjw+XyJ+q5cuSISNEMIQXh4ONzd3WFmZgYjIyMMGTIEv//+u0i++vp6/Prrrxg6dCg6d+4MQ0NDuLm54ciRI1LPj8fjITIyEj4+PrC2tgaHw4GxsTEcHR0xatQorFu3Dnfv3pVahjQE+v38/KCjI/6LWEVFBQDAxsamWZq1tbWIjIBdu3YhLS0NHh4emD59usL2SaOgoAD/93//BxcXFxgaGkJPTw+Ojo6YN28eMjIyxOYRREf/+OOPzLG3g5hkCYYTvg8E9/T+/ftFyhHck0Dz+1QSoaGhTP6OzIABA9CjRw8AwOHDh9VsTRui5pY8RU3IGwwiaRPXXSVIk9TdLcDa2poAIFwulzm2atWqFnXq6emR48ePSyxXELTi5eVFTp48SfT19SXa3djYSLS0tFrU+dFHH5Gqqiqx+uLi4hi58+fPSwyoAkC++eYbQgghL1++JJ6enhLl1q5dK1ZXVVUV8fDwaNHeSZMmSb32kigoKGDKCA8PlyjXuXNnAoBcuXKlWZqg+zUmJoY59uzZM2JiYkK0tbVVFiy2f/9+oqurK/GaaGtrk3Xr1km0V977/G2E7wNJm/AzIXyfSkP4mRBHR+nuJoSQzz//nAAgtra2rbbjXYEGjlHUQllZGZ49ewYAIoEjjY2NsLGxwcSJEzFs2DDY29uDy+WiqKgIycnJ2LlzJ16/fo2pU6fi1q1bcHZ2lqijsLAQ06dPh56eHkJCQuDh4QFtbW3cuHEDBgYGAMAMsRk5ciTGjh2Lvn37wsLCAlVVVXj48CH27NmDlJQUXLhwAQsXLsT+/fulnldISAiuXbuGadOmYerUqbC2tkZubi5CQ0ORk5ODX375BePHj8f27duRnJyM+fPnY+LEiTAzM8Pt27cREhKC4uJirFy5En5+fs2Cl0JDQ5kgvnHjxmHatGno3r07uFwuSktLkZaWhtjYWIVbXYKyAWDw4MES5VxdXREXF4ejR4/Cy8uLOX716lWmFenq6socX7p0KcrLy7Fo0SKVBIudPn0as2bNAiEEBgYGWLJkCUaPHg0dHR0kJydj/fr1eP78OVasWAETExPMnz+fyXv+/HnU19dj586d2LVrFwA0a3XLEtg4ePBgJp+Pjw+Ki4vh5+fHBOEBgL6+vjJOt8MyZMgQREVF4cmTJ8jLy4ODg4O6TVI96n5LoKiH8vJykp2dzWzCrYDExETmeFZWFuFyuQQAOXbsmEie7OxssQE2ENNqeJvg4GBGbvbs2czx/Px8qUE7RUVFxNbWlgAg06dPFysjPPyjS5cu5NGjRxLL4/P5UocLEULIypUrCQDCYrFIbm5us/S3W1A///xzM5mnT58SQ0NDAjQNI2GxWOTEiRPN5NLT05mWvaDVLUy3bt0IAPLZZ59JtfnFixdS0yUxf/58AjQNvWpsbJQot2/fPgKAaGlpkeXLl5OkpCRy8OBB0qVLFwKAjBw5kpFNTExUabBYfX09o9fAwICkpaU1kykoKCA2NjZMT0xZWVkzmZZarPIgrXUr4F1sSYeFhTFDycRtr169arG81rSk4+PjmbxRUVEKnc+7BnXSFEIIIUeOHCFAU+SkMLdv3yYASKdOnWSOeJXkpOvq6khGRgaZN28eI6Ojo0MyMjLksvXnn38mAIiRkRHh8/nN0oWd9IEDB+QqWxyNjY3E3NycACCbN29uli7spD/44AOJ5cycOZORmzJlikQ5QTf4+++/3yyNzWYTAGTbtm2KnUwLCLrqbWxspMrxeDzi4+MjtkvXzMyM5OTkEEKarp2rq6vS6kIc0dHRjO4NGzZIlPvjjz8YuY0bNzZLp05aPPJ8GpNFR2ucdHZ2NpNX3KeL9ggNHKMAkDwOWhBMNmjQILkjVePj40WCZnR1ddG3b1/s3r0bQFPk6969e6UGo1VWViI/Px9ZWVnIzMxEZmYm9PT0RNIkweFw4O/vL5fNfD4fxcXFyMnJYfRlZ2czYzbT09Ol5v/8888lpgl3/8oi9/Dhw2ZpgkCt6OhoVFdXS7VFEcrKygAApqamUuW0tLTw559/YvXq1XB0dASHw4GFhQWmTp2K69evw8nJCQCwY8cOpKenw8PDAzNmzADQFDAXFhaGXr16QVdXFzY2Nvjyyy+Zzx/yIhiTzGKxMHv2bIly/v7+MDY2FslDebfo3Lkzs19SUqJGS9oO+k2aAgBITEwE0NxJJycnAwDc3NyUpsvc3BxjxozBt99+i379+jVLf/ToETZv3oyYmBiRyG9xPH/+HPb29mLTHB0dweVyW7SHEIKDBw8iPDwc165dQ01NjVR90hA4J3GYmJjIJVdVVdUsLSAgAGvWrEFycjJ69OgBf39/jBo1Cu7u7rCwsJBqmyy8fPkSQMtOGgB0dXUREhKCkJAQsenPnj3DypUroa2tjX//+98Amq71hAkTcObMGWhra8PR0RGFhYXYs2cPLl68iGvXrsl9HpmZmQCaJtGQlpfD4eD999/HlStXmDwU+YiIiBA7R3hbIXxfSpospb1BnTQFVVVVuHPnDgDJLekPP/xQ7nLfnnGMzWbD1NQUlpaWEvOcOXMGn332mcytRGkOVRZHU1tbi08//RRnzpxptT4ATCtfHFpaWnLJiRv2FRISgidPniAiIgKlpaXYsWMHduzYAQBwcXHBpEmTsGDBAlhZWUm1UxKCl5qWzlMWgoODUVFRgUWLFjEvYwcOHMCZM2dgZWWFy5cvo3fv3qiqqsLHH3+MxMRELF++HHv37pVLj+DFQtp9JUAwPEyQh/JuIXxfdpQx6LS7uwMiGBcq2IyMjJjpEF1cXMSOD/3kk09EjoeGhraoR19fH3369GG2Xr16Sf0jff78OaZOnYrq6moYGBggNDQUKSkpKC0tRV1dHUhTDAUuXbrE5CFSFkDQ1tZu0ca1a9cyDtrLywtHjhxBXl4eXr9+DR6Px+j08PBoUV9bwGazER4ejszMTPzwww/48MMPweFwAABZWVlYvXo1HBwcmGkX5UXQEm2tE0tISMAff/wBKysrkfHHBw4cANAU7d27d28AgKGhIbMy1KFDh1BfX6+Qzo4+jrgjIHxfCvdMtWdoS5qiMRw7dgzl5eUAgBMnTkic7UpZrSBCCNNq8/DwwOXLl0Vau6rQqSx69+6NNWvWYM2aNaitrUViYiIOHTqEAwcO4PXr1/jiiy/w4MEDsZONSEPgpFuzQlljYyMWLlwIANi0aRPzHRj43yxkb38+GThwILhcLmpqapCbmyvXpDmC75SyfNMWfMcU/rapLqT1mAjTUbp1ZUH4vuzevbsaLWk7aEu6A3L+/HlkZGQw28CBAwEA33//vcjxiRMnAmiajk/4eEZGBhYsWKB0u7KysgA0/YFKctAAkJqaqhR9L1++ZP60/f39JTro169fIycnRyk6VQGXy8Xo0aOxb98+bNq0CUBTt2BsbKzcZQnGMFdUVKC0tFQhe7Zv346MjAy4u7szwWICBLOQCTtuAYJjb89U1hICh56fn88EvomjoaEBaWlpInnUiWBWv5ZeiHJzc9vCnHcC4WvRmgVQ3iWok+6AODk5iXRBZ2dnAwA+/fRTke5pgWMaN26cyPE+ffrI9P1PXgTrV9fW1kpsXVRXVzebXrO1+gDprZW9e/eKyGoyo0aNYvZbCnITh6BbHwAzX7s8PH36FKGhodDW1ma+lQsjcMSPHz8WOV5XV8c4WHnn9Ba80BFCRGIg3ubYsWPMC4C0l8C2QjDFZW5urtggQaCpDiWtJtYREdyTbDYbAwYMULM1bQN10h2cmzdvorq6GoaGhiJDhF68eME4b09PzzaxxdHREUCTIxY3fzWPx8PcuXNRXFysFH0WFhbMd63Dhw+LLLAg4MaNGxKjl9ualy9fIiYmRup38fPnzzP7AicgD0OGDIGuri6Apjnb5SU4OBiVlZVYuHCh2Mh9wT128OBBkeNRUVHg8/ngcrno1auXXDonTJjAzFq3du1asXN0FxUVITg4GEBT0F5gYKBcOlSBYKa2+vp6bN++vVl6Q0MD5s6dq5QgvvaC4J4cNmwYM2tge4c66Q7O33//DaApels40CoxMRGEEDg4OEhc71XZTJ48mXEQgYGB+O6773Dp0iWkpqZi//79+OCDD3D48GGlDQfT0tJiVta5c+cO3N3dcfjwYaSmpuLSpUtYsmQJPD09weVypQ6ZaisqKyvxySefwN7eHkuWLMGRI0dw7do13Lx5E7GxsZg3bx6WLVsGoGkay3HjxsmtQ1dXFz4+PgAgEqAnC/Hx8Th06BCsrKywevVqsTIBAQEAgMjISCxduhRJSUnYvXs3goKCADSNHxcEwskKh8PBb7/9BhaLhcrKSri5uTHD1K5du4atW7di0KBBzMvd5s2bYW5uLpcOVeDr68usGBYSEoLFixcjMTGRud+HDh2KU6dOYejQoWq2VDOoqqpiWtKCT3EdAvXMoULRFHx9fZnp/oRZsmRJsyk7ZQUyTAsqiX379kld8GLKlCnk4sWLzO+4uLhmZcg6kxMhTdOj9u/fX6K+zp07k/j4eKllCs84Js4eAcIzN0mbaUnSDFPCs0dJ22xsbEhqamqL5y6JmJgYgv9Og1pQUCBTnoaGBuLi4kIAkP3790uU4/P5ZOzYsWLttrOzI8+ePVPY7sjISIUW2BDQ1jOOEUJIQkKC2AVgBPZu27ZNo2YcU+cCG5GRkQT/naXw6dOnrbbjXYG2pDswfD6fGQct/C0S+N8MZG3V1S0gMDAQCQkJmDBhAiwsLMBms2FjY4MxY8YgOjoaUVFRMg2tkhVjY2MkJSVhzZo16Nu3L7hcLgwMDODs7Izg4GCkp6e3+TWQhJ2dHa5fv47Q0FB4e3ujV69eMDExgY6ODszNzeHp6YlNmzbh3r17TDCgIowdOxZdu3YFIUTmJQG3bduGrKwsuLu7Y+bMmRLlWCwWTpw4wQwVY7PZsLKywpw5c5CSktKqWIeAgADcu3cPixYtgrOzM/T19dGpUyf07NkT//znP5GWlobly5crXL4qcHd3x82bNzFjxgx06dKFud8nTZqEv//+G9988426TdQYDh06BKCpFS0Y794RYBGi5oGfFApF49i4cSOWLVsGJycnZGdnS4x8p1DagkePHqFnz57g8XhISUnpUJ8A6JNHoVCa8fXXX8PW1ha5ublig/golLZk3bp14PF4GDNmTIdy0ABtSVMoFAmEh4dj7ty5cHFxQUZGBp3Ri6IWioqK4ODgAB6Ph7S0NJWsR67J0BnHKBSKWGbNmoVnz56hvr4eT58+bbMofwpFmKKiIixfvhz29vYdzkEDtCVNoVAoFIrGQr9JUygUCoWioVAnTaFQKBSKhkKdNIVCoVAoGgp10hQKhUKhaCjUSVMoFAqFoqFQJ02hUCgUioZCnTSFQqFQKBoKddIUCoVCoWgo1ElTKBQKhaKhUCdNoVAoFIqG8v+ddjsMDRdIXAAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "sji",
   "id": "fa2b581991343b6b"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
